DataFrame
NO COMPARISON TARGET
215257
ROWS
0
DUPLICATES
43.3 MB
RAM
73
FEATURES
52
CATEGORICAL
21
NUMERICAL
0
TEXT
2.2.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
TARGET
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
1
NAME_CONTRACT_TYPE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
2
CODE_GENDER
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
3
FLAG_OWN_CAR
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
4
FLAG_OWN_REALTY
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
5
CNT_CHILDREN
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
150,641
(70%)
MAX
19.0
95%
2.0
Q3
1.0
AVG
0.4
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
19.0
IQR
1.00
STD
0.720
VAR
0.518
KURT.
5.56
SKEW
1.87
SUM
89,796
6
AMT_INCOME_TOTAL
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
1,949
(<1%)
ZEROES:
---
MAX
117.0M
95%
0.3M
Q3
0.2M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.1M
MIN
0.0M
RANGE
117.0M
IQR
90,000
STD
274k
VAR
75.2B
KURT.
153k
SKEW
361
SUM
36.4B
7
AMT_CREDIT
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
5,097
(2%)
ZEROES:
---
MAX
4.0M
95%
1.4M
Q3
0.8M
AVG
0.6M
MEDIAN
0.5M
Q1
0.3M
5%
0.1M
MIN
0.0M
RANGE
4.0M
IQR
539k
STD
403k
VAR
162.1B
KURT.
1.96
SKEW
1.24
SUM
129.0B
8
AMT_ANNUITY
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
12,801
(6%)
ZEROES:
---
MAX
258k
95%
53k
Q3
35k
AVG
27k
MEDIAN
25k
Q1
17k
5%
9k
MIN
2k
RANGE
256k
IQR
18,063
STD
14,550
VAR
211.7M
KURT.
8.17
SKEW
1.62
SUM
5.8B
9
AMT_GOODS_PRICE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
828
(<1%)
ZEROES:
---
MAX
4.0M
95%
1.3M
Q3
0.7M
AVG
0.5M
MEDIAN
0.5M
Q1
0.2M
5%
0.1M
MIN
0.0M
RANGE
4.0M
IQR
441k
STD
369k
VAR
136.5B
KURT.
2.49
SKEW
1.35
SUM
116.0B
10
NAME_INCOME_TYPE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
11
NAME_EDUCATION_TYPE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
12
NAME_FAMILY_STATUS
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
13
NAME_HOUSING_TYPE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
14
REGION_POPULATION_RELATIVE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
0.073
95%
0.046
Q3
0.029
AVG
0.021
MEDIAN
0.019
Q1
0.010
5%
0.005
MIN
0.000
RANGE
0.072
IQR
0.019
STD
0.014
VAR
1.91e-4
KURT.
3.26
SKEW
1.49
SUM
4,490
15
DAYS_BIRTH
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
17,377
(8%)
ZEROES:
---
MAX
-7,673
95%
-9,410
Q3
-12,409
MEDIAN
-15,745
AVG
-16,034
Q1
-19,683
5%
-23,195
MIN
-25,200
RANGE
17,527
IQR
7,274
STD
4,362
VAR
19.0M
KURT.
-1.05
SKEW
-0.115
SUM
-3.5B
16
DAYS_EMPLOYED
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
11,770
(5%)
ZEROES:
1
(<1%)
MAX
365k
95%
365k
Q3
-0k
AVG
64k
MEDIAN
-1k
Q1
-3k
5%
-7k
MIN
-18k
RANGE
383k
IQR
2,472
STD
141k
VAR
20.0B
KURT.
0.772
SKEW
1.66
SUM
13.7B
17
DAYS_REGISTRATION
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
15,249
(7%)
ZEROES:
54
(<1%)
MAX
0
95%
-331
Q3
-2,017
MEDIAN
-4,512
AVG
-4,994
Q1
-7,486
5%
-11,437
MIN
-24,672
RANGE
24,672
IQR
5,469
STD
3,527
VAR
12.4M
KURT.
-0.311
SKEW
-0.594
SUM
-1.1B
18
DAYS_ID_PUBLISH
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
6,122
(3%)
ZEROES:
10
(<1%)
MAX
0
95%
-376
Q3
-1,721
AVG
-2,996
MEDIAN
-3,260
Q1
-4,299
5%
-4,943
MIN
-7,197
RANGE
7,197
IQR
2,578
STD
1,508
VAR
2.3M
KURT.
-1.11
SKEW
0.351
SUM
-644.9M
19
OWN_CAR_AGE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
62
(<1%)
ZEROES:
1,523
(<1%)
MAX
91.0
95%
19.0
Q3
5.0
AVG
3.4
MEDIAN
-1.0
Q1
-1.0
5%
-1.0
MIN
-1.0
RANGE
92.0
IQR
6.00
STD
9.28
VAR
86.1
KURT.
18.6
SKEW
3.71
SUM
739k
20
FLAG_MOBIL
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
21
FLAG_EMP_PHONE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
22
FLAG_WORK_PHONE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
FLAG_CONT_MOBILE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
FLAG_PHONE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
25
FLAG_EMAIL
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
26
OCCUPATION_TYPE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
18
(<1%)
27
CNT_FAM_MEMBERS
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
20.0
95%
4.0
Q3
3.0
AVG
2.2
MEDIAN
2.0
Q1
2.0
5%
1.0
MIN
1.0
RANGE
19.0
IQR
1.00
STD
0.909
VAR
0.826
KURT.
1.90
SKEW
0.932
SUM
463k
28
REGION_RATING_CLIENT
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
29
REGION_RATING_CLIENT_W_CITY
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
30
REG_REGION_NOT_LIVE_REGION
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
31
REG_REGION_NOT_WORK_REGION
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
32
LIVE_REGION_NOT_WORK_REGION
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
33
REG_CITY_NOT_LIVE_CITY
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
34
REG_CITY_NOT_WORK_CITY
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
35
LIVE_CITY_NOT_WORK_CITY
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
36
ORGANIZATION_TYPE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
58
(<1%)
37
EXT_SOURCE_1
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
83,962
(39%)
ZEROES:
---
MAX
0.952
95%
0.774
Q3
0.502
MEDIAN
0.502
AVG
0.502
Q1
0.502
5%
0.225
MIN
0.015
RANGE
0.937
IQR
0.00
STD
0.140
VAR
0.019
KURT.
1.67
SKEW
-0.100
SUM
108k
38
EXT_SOURCE_2
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
102,229
(47%)
ZEROES:
---
MAX
0.855
95%
0.748
Q3
0.663
MEDIAN
0.566
AVG
0.514
Q1
0.393
5%
0.133
MIN
0.000
RANGE
0.855
IQR
0.271
STD
0.191
VAR
0.036
KURT.
-0.262
SKEW
-0.795
SUM
111k
39
EXT_SOURCE_3
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
804
(<1%)
ZEROES:
---
MAX
0.896
95%
0.778
Q3
0.636
MEDIAN
0.535
AVG
0.516
Q1
0.417
5%
0.175
MIN
0.001
RANGE
0.895
IQR
0.219
STD
0.175
VAR
0.031
KURT.
-0.037
SKEW
-0.540
SUM
111k
40
OBS_30_CNT_SOCIAL_CIRCLE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
114,550
(53%)
MAX
348
95%
6
Q3
2
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
-1
RANGE
349
IQR
2.00
STD
2.43
VAR
5.93
KURT.
1,917
SKEW
15.6
SUM
305k
41
DEF_30_CNT_SOCIAL_CIRCLE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
189,988
(88%)
MAX
34.0
95%
1.0
Q3
0.0
AVG
0.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
-1.0
RANGE
35.0
IQR
0.00
STD
0.452
VAR
0.205
KURT.
163
SKEW
5.52
SUM
30,027
42
OBS_60_CNT_SOCIAL_CIRCLE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
115,085
(53%)
MAX
344
95%
6
Q3
2
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
-1
RANGE
345
IQR
2.00
STD
2.41
VAR
5.82
KURT.
1,898
SKEW
15.5
SUM
301k
43
DEF_60_CNT_SOCIAL_CIRCLE
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
44
DAYS_LAST_PHONE_CHANGE
VALUES:
215,256
(>99%)
MISSING:
1
(<1%)
DISTINCT:
3,720
(2%)
ZEROES:
26,201
(12%)
MAX
0
95%
0
Q3
-275
MEDIAN
-759
AVG
-964
Q1
-1,570
5%
-2,524
MIN
-4,292
RANGE
4,292
IQR
1,295
STD
827
VAR
684k
KURT.
-0.304
SKEW
-0.714
SUM
-207.6M
45
FLAG_DOCUMENT_2
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
46
FLAG_DOCUMENT_3
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
47
FLAG_DOCUMENT_4
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
48
FLAG_DOCUMENT_5
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
49
FLAG_DOCUMENT_6
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
50
FLAG_DOCUMENT_7
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
51
FLAG_DOCUMENT_8
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
52
FLAG_DOCUMENT_9
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
53
FLAG_DOCUMENT_10
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
54
FLAG_DOCUMENT_11
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
55
FLAG_DOCUMENT_12
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
56
FLAG_DOCUMENT_13
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
57
FLAG_DOCUMENT_14
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
58
FLAG_DOCUMENT_15
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
59
FLAG_DOCUMENT_16
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
60
FLAG_DOCUMENT_17
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
61
FLAG_DOCUMENT_18
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
62
FLAG_DOCUMENT_19
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
63
FLAG_DOCUMENT_20
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
64
FLAG_DOCUMENT_21
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
65
Internal_POS_score
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
563
(<1%)
MAX
1.00
95%
1.00
Q3
1.00
MEDIAN
1.00
AVG
0.86
Q1
1.00
5%
-1.00
MIN
-1.00
RANGE
2.00
IQR
0.00
STD
0.501
VAR
0.251
KURT.
9.70
SKEW
-3.41
SUM
185k
66
Internal_credit_card_score
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
67
External_credit_score
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
10,944
(5%)
ZEROES:
341
(<1%)
MAX
1.00
95%
1.00
Q3
0.82
AVG
-0.43
MEDIAN
-1.00
Q1
-1.00
5%
-1.00
MIN
-1.00
RANGE
2.00
IQR
1.82
STD
0.879
VAR
0.772
KURT.
-1.15
SKEW
0.905
SUM
-92,345
68
miss_indicator_int_credit
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
69
miss_indicator_ext_credit
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
70
miss_indicator_pos_score
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
71
miss_indicator_car_age
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
72
miss_indicator_def_60
VALUES:
215,257
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
TARGET
MISSING:
---
TOP CATEGORIES
TARGET
0
197,880
92%
1
17,377
8%
ALL
215,257
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TARGET
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_12
0.01
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_13
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_15
0.00
Internal_credit_card_score
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON TARGET:
ORGANIZATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
Internal_credit_card_score
0.01
REGION_RATING_CLIENT_W_CITY
0.01
OCCUPATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_3
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.16
EXT_SOURCE_3
0.15
EXT_SOURCE_1
0.10
DAYS_BIRTH
0.08
DAYS_LAST_PHONE_CHANGE
0.05
DAYS_ID_PUBLISH
0.05
DAYS_EMPLOYED
0.04
DAYS_REGISTRATION
0.04
AMT_GOODS_PRICE
0.04
REGION_POPULATION_RELATIVE
0.04
DEF_30_CNT_SOCIAL_CIRCLE
0.03
AMT_CREDIT
0.03
CNT_CHILDREN
0.02
AMT_ANNUITY
0.01
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
TARGET
MISSING:
---
TOP CATEGORIES
TARGET
0
197,880
92%
1
17,377
8%
ALL
215,257
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TARGET
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_12
0.01
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_13
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_15
0.00
Internal_credit_card_score
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON TARGET:
ORGANIZATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
Internal_credit_card_score
0.01
REGION_RATING_CLIENT_W_CITY
0.01
OCCUPATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_3
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.16
EXT_SOURCE_3
0.15
EXT_SOURCE_1
0.10
DAYS_BIRTH
0.08
DAYS_LAST_PHONE_CHANGE
0.05
DAYS_ID_PUBLISH
0.05
DAYS_EMPLOYED
0.04
DAYS_REGISTRATION
0.04
AMT_GOODS_PRICE
0.04
REGION_POPULATION_RELATIVE
0.04
DEF_30_CNT_SOCIAL_CIRCLE
0.03
AMT_CREDIT
0.03
CNT_CHILDREN
0.02
AMT_ANNUITY
0.01
NAME_CONTRACT_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Cash loans
194,675
90%
16,235
8%
Revolving loans
20,582
10%
1,142
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_CONTRACT_TYPE
PROVIDES INFORMATION ON...
miss_indicator_def_60
0.35
FLAG_DOCUMENT_21
0.25
FLAG_DOCUMENT_7
0.24
FLAG_DOCUMENT_10
0.20
FLAG_DOCUMENT_3
0.18
FLAG_CONT_MOBILE
0.18
miss_indicator_ext_credit
0.05
miss_indicator_int_credit
0.03
FLAG_DOCUMENT_6
0.03
Internal_credit_card_score
0.03
DEF_60_CNT_SOCIAL_CIRCLE
0.02
FLAG_DOCUMENT_8
0.02
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_11
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_CONTRACT_TYPE:
FLAG_DOCUMENT_3
0.35
miss_indicator_ext_credit
0.10
Internal_credit_card_score
0.06
miss_indicator_int_credit
0.05
FLAG_DOCUMENT_6
0.03
DEF_60_CNT_SOCIAL_CIRCLE
0.02
miss_indicator_def_60
0.02
FLAG_DOCUMENT_8
0.02
FLAG_CONT_MOBILE
0.01
ORGANIZATION_TYPE
0.01
FLAG_OWN_REALTY
0.01
NAME_EDUCATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
CORRELATION RATIO WITH...
AMT_ANNUITY
0.24
AMT_CREDIT
0.22
External_credit_score
0.20
AMT_GOODS_PRICE
0.19
DAYS_BIRTH
0.09
DAYS_LAST_PHONE_CHANGE
0.06
DAYS_EMPLOYED
0.05
DAYS_ID_PUBLISH
0.05
Internal_POS_score
0.04
DEF_30_CNT_SOCIAL_CIRCLE
0.03
CNT_CHILDREN
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.03
REGION_POPULATION_RELATIVE
0.02
CODE_GENDER
MISSING:
---
TOP CATEGORIES
TARGET
F
141,622
66%
9,908
7%
M
73,633
34%
7,469
10%
XNA
2
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CODE_GENDER
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_8
0.10
FLAG_DOCUMENT_21
0.10
miss_indicator_car_age
0.09
FLAG_OWN_CAR
0.09
FLAG_MOBIL
0.08
FLAG_DOCUMENT_12
0.08
OCCUPATION_TYPE
0.06
FLAG_DOCUMENT_13
0.03
LIVE_REGION_NOT_WORK_REGION
0.03
FLAG_DOCUMENT_10
0.03
FLAG_EMP_PHONE
0.03
REG_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_15
0.02
ORGANIZATION_TYPE
0.02

THESE FEATURES
GIVE INFORMATION
ON CODE_GENDER:
OCCUPATION_TYPE
0.17
ORGANIZATION_TYPE
0.09
FLAG_OWN_CAR
0.09
miss_indicator_car_age
0.09
FLAG_DOCUMENT_8
0.05
NAME_FAMILY_STATUS
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_6
0.01
LIVE_REGION_NOT_WORK_REGION
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_3
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CODE_GENDER
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.23
EXT_SOURCE_1
0.20
DAYS_EMPLOYED
0.16
DAYS_BIRTH
0.15
CNT_FAM_MEMBERS
0.08
AMT_ANNUITY
0.08
DAYS_REGISTRATION
0.08
AMT_INCOME_TOTAL
0.06
CNT_CHILDREN
0.05
Internal_POS_score
0.03
DAYS_LAST_PHONE_CHANGE
0.02
AMT_GOODS_PRICE
0.02
AMT_CREDIT
0.02
DEF_30_CNT_SOCIAL_CIRCLE
0.02
FLAG_OWN_CAR
MISSING:
---
TOP CATEGORIES
TARGET
N
142,086
66%
12,070
8%
Y
73,171
34%
5,307
7%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_CAR
PROVIDES INFORMATION ON...
miss_indicator_car_age
1.00
FLAG_DOCUMENT_13
0.15
FLAG_DOCUMENT_15
0.12
CODE_GENDER
0.09
FLAG_DOCUMENT_8
0.09
FLAG_MOBIL
0.08
FLAG_DOCUMENT_12
0.08
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
NAME_INCOME_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_21
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_CAR:
miss_indicator_car_age
1.00
CODE_GENDER
0.09
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_8
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_13
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_3
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.67
DAYS_EMPLOYED
0.15
CNT_FAM_MEMBERS
0.15
AMT_ANNUITY
0.14
DAYS_BIRTH
0.13
AMT_GOODS_PRICE
0.12
AMT_CREDIT
0.12
CNT_CHILDREN
0.10
DAYS_REGISTRATION
0.09
AMT_INCOME_TOTAL
0.07
EXT_SOURCE_2
0.05
REGION_POPULATION_RELATIVE
0.04
DAYS_LAST_PHONE_CHANGE
0.04
EXT_SOURCE_1
0.04
FLAG_OWN_REALTY
MISSING:
---
TOP CATEGORIES
TARGET
Y
149,412
69%
11,943
8%
N
65,845
31%
5,434
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_REALTY
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.08
FLAG_DOCUMENT_14
0.07
FLAG_DOCUMENT_16
0.07
FLAG_DOCUMENT_18
0.07
FLAG_DOCUMENT_13
0.06
FLAG_DOCUMENT_15
0.05
NAME_HOUSING_TYPE
0.05
FLAG_DOCUMENT_17
0.04
FLAG_DOCUMENT_19
0.03
FLAG_DOCUMENT_10
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_12
0.03
miss_indicator_pos_score
0.02
FLAG_DOCUMENT_11
0.02

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_REALTY:
NAME_HOUSING_TYPE
0.04
FLAG_WORK_PHONE
0.01
miss_indicator_pos_score
0.01
FLAG_DOCUMENT_16
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_18
0.01
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_13
0.00
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_REALTY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.12
Internal_POS_score
0.11
DAYS_EMPLOYED
0.07
EXT_SOURCE_1
0.05
AMT_GOODS_PRICE
0.04
AMT_CREDIT
0.04
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.03
DAYS_REGISTRATION
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
REGION_POPULATION_RELATIVE
0.02
DEF_30_CNT_SOCIAL_CIRCLE
0.01
CNT_FAM_MEMBERS
0.01
CNT_CHILDREN
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_FAM_MEMBERS
0.88
DAYS_BIRTH
0.33
DAYS_EMPLOYED
-0.24
DAYS_REGISTRATION
0.18
EXT_SOURCE_1
-0.10
OWN_CAR_AGE
0.07
EXT_SOURCE_3
-0.04
Internal_POS_score
0.03
DAYS_ID_PUBLISH
-0.03
REGION_POPULATION_RELATIVE
-0.03
AMT_ANNUITY
0.02
EXT_SOURCE_2
-0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.25
NAME_INCOME_TYPE
0.24
FLAG_EMP_PHONE
0.24
NAME_FAMILY_STATUS
0.20
FLAG_DOCUMENT_6
0.16
OCCUPATION_TYPE
0.12
miss_indicator_car_age
0.10
FLAG_OWN_CAR
0.10
REG_CITY_NOT_WORK_CITY
0.07
LIVE_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_3
0.06
FLAG_WORK_PHONE
0.05
FLAG_DOCUMENT_8
0.05
CODE_GENDER
0.05
MOST FREQUENT VALUES
0
150,641
70.0%
1
42,945
20.0%
2
18,697
8.7%
3
2,598
1.2%
4
280
0.1%
5
67
<0.1%
6
17
<0.1%
7
6
<0.1%
8
2
<0.1%
10
2
<0.1%
19
1
<0.1%
9
1
<0.1%
SMALLEST VALUES
0
150,641
70.0%
1
42,945
20.0%
2
18,697
8.7%
3
2,598
1.2%
4
280
0.1%
5
67
<0.1%
6
17
<0.1%
7
6
<0.1%
8
2
<0.1%
9
1
<0.1%
10
2
<0.1%
19
1
<0.1%
LARGEST VALUES
19
1
<0.1%
10
2
<0.1%
9
1
<0.1%
8
2
<0.1%
7
6
<0.1%
6
17
<0.1%
5
67
<0.1%
4
280
0.1%
3
2,598
1.2%
2
18,697
8.7%
1
42,945
20.0%
0
150,641
70.0%
AMT_INCOME_TOTAL
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_ANNUITY
0.17
AMT_GOODS_PRICE
0.14
AMT_CREDIT
0.14
REGION_POPULATION_RELATIVE
0.06
DAYS_EMPLOYED
-0.06
EXT_SOURCE_2
0.05
EXT_SOURCE_3
-0.03
DAYS_REGISTRATION
0.02
DAYS_BIRTH
0.02
Internal_POS_score
-0.02
EXT_SOURCE_1
0.02
OWN_CAR_AGE
0.02
External_credit_score
0.02
DAYS_LAST_PHONE_CHANGE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.10
REGION_RATING_CLIENT_W_CITY
0.09
REGION_RATING_CLIENT
0.09
NAME_EDUCATION_TYPE
0.09
NAME_INCOME_TYPE
0.08
ORGANIZATION_TYPE
0.08
FLAG_OWN_CAR
0.07
miss_indicator_car_age
0.07
CODE_GENDER
0.06
FLAG_DOCUMENT_8
0.06
FLAG_EMP_PHONE
0.06
REG_REGION_NOT_WORK_REGION
0.05
LIVE_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_6
0.04
MOST FREQUENT VALUES
135000.0
24,982
11.6%
112500.0
21,696
10.1%
157500.0
18,679
8.7%
180000.0
17,254
8.0%
90000.0
15,806
7.3%
225000.0
14,550
6.8%
202500.0
11,497
5.3%
67500.0
7,741
3.6%
270000.0
7,590
3.5%
81000.0
4,140
1.9%
315000.0
4,068
1.9%
247500.0
3,785
1.8%
126000.0
3,224
1.5%
360000.0
2,883
1.3%
121500.0
2,679
1.2%
SMALLEST VALUES
25650.0
1
<0.1%
26100.0
2
<0.1%
26550.0
1
<0.1%
27000.0
41
<0.1%
27585.0
1
<0.1%
27900.0
5
<0.1%
28161.0
1
<0.1%
28350.0
8
<0.1%
28404.0
1
<0.1%
28575.0
3
<0.1%
28593.0
1
<0.1%
28723.5
1
<0.1%
28800.0
1
<0.1%
29250.0
17
<0.1%
29583.0
1
<0.1%
LARGEST VALUES
117000000.0
1
<0.1%
18000090.0
1
<0.1%
9000000.0
1
<0.1%
6750000.0
1
<0.1%
4500000.0
2
<0.1%
3600000.0
2
<0.1%
3375000.0
1
<0.1%
3150000.0
2
<0.1%
2700000.0
1
<0.1%
2475000.0
1
<0.1%
2250000.0
10
<0.1%
2214117.0
1
<0.1%
2160000.0
1
<0.1%
2070000.0
1
<0.1%
2025000.0
7
<0.1%
AMT_CREDIT
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_GOODS_PRICE
0.99
AMT_ANNUITY
0.77
AMT_INCOME_TOTAL
0.14
EXT_SOURCE_2
0.13
EXT_SOURCE_1
0.12
REGION_POPULATION_RELATIVE
0.10
Internal_POS_score
-0.07
DAYS_LAST_PHONE_CHANGE
-0.07
CNT_FAM_MEMBERS
0.06
DAYS_EMPLOYED
-0.06
DAYS_BIRTH
-0.06
EXT_SOURCE_3
0.04
OWN_CAR_AGE
0.03
DEF_30_CNT_SOCIAL_CIRCLE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.22
NAME_FAMILY_STATUS
0.15
OCCUPATION_TYPE
0.15
REGION_RATING_CLIENT_W_CITY
0.14
REGION_RATING_CLIENT
0.14
NAME_EDUCATION_TYPE
0.13
NAME_INCOME_TYPE
0.12
miss_indicator_car_age
0.12
FLAG_OWN_CAR
0.12
FLAG_DOCUMENT_3
0.10
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.08
miss_indicator_pos_score
0.07
FLAG_DOCUMENT_16
0.06
MOST FREQUENT VALUES
450000.0
6,823
3.2%
675000.0
6,205
2.9%
225000.0
5,766
2.7%
180000.0
5,150
2.4%
270000.0
5,113
2.4%
900000.0
4,428
2.1%
254700.0
3,154
1.5%
545040.0
3,106
1.4%
808650.0
2,911
1.4%
135000.0
2,570
1.2%
755190.0
2,491
1.2%
1125000.0
2,439
1.1%
521280.0
2,216
1.0%
284400.0
2,161
1.0%
1078200.0
2,011
0.9%
SMALLEST VALUES
45000.0
158
<0.1%
47970.0
153
<0.1%
48519.0
1
<0.1%
49455.0
11
<0.1%
49500.0
33
<0.1%
49752.0
36
<0.1%
50940.0
274
0.1%
52128.0
72
<0.1%
52767.0
10
<0.1%
53910.0
38
<0.1%
54000.0
38
<0.1%
54400.5
5
<0.1%
54504.0
2
<0.1%
54729.0
4
<0.1%
54738.0
3
<0.1%
LARGEST VALUES
4050000.0
7
<0.1%
4031032.5
1
<0.1%
4027680.0
1
<0.1%
3860019.0
1
<0.1%
3600000.0
2
<0.1%
3375000.0
3
<0.1%
3312162.0
1
<0.1%
3299688.0
1
<0.1%
3150000.0
8
<0.1%
3060000.0
1
<0.1%
3020760.0
1
<0.1%
2980521.0
1
<0.1%
2931660.0
3
<0.1%
2925000.0
3
<0.1%
2700000.0
8
<0.1%
AMT_ANNUITY
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_GOODS_PRICE
0.78
AMT_CREDIT
0.77
AMT_INCOME_TOTAL
0.17
External_credit_score
0.13
EXT_SOURCE_2
0.12
REGION_POPULATION_RELATIVE
0.12
DAYS_EMPLOYED
-0.10
EXT_SOURCE_1
0.08
CNT_FAM_MEMBERS
0.08
DAYS_LAST_PHONE_CHANGE
-0.06
OWN_CAR_AGE
0.05
DAYS_REGISTRATION
0.04
EXT_SOURCE_3
0.03
Internal_POS_score
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.24
REGION_RATING_CLIENT_W_CITY
0.18
REGION_RATING_CLIENT
0.18
OCCUPATION_TYPE
0.18
NAME_INCOME_TYPE
0.15
NAME_EDUCATION_TYPE
0.15
NAME_FAMILY_STATUS
0.15
FLAG_OWN_CAR
0.14
miss_indicator_car_age
0.14
ORGANIZATION_TYPE
0.13
FLAG_DOCUMENT_8
0.13
miss_indicator_ext_credit
0.13
FLAG_DOCUMENT_3
0.10
FLAG_EMP_PHONE
0.10
MOST FREQUENT VALUES
9000.0
4,499
2.1%
13500.0
3,903
1.8%
6750.0
1,616
0.8%
10125.0
1,430
0.7%
37800.0
1,118
0.5%
11250.0
1,036
0.5%
26217.0
1,009
0.5%
12375.0
926
0.4%
20250.0
925
0.4%
31653.0
878
0.4%
22500.0
866
0.4%
26640.0
847
0.4%
36459.0
837
0.4%
16875.0
821
0.4%
33025.5
654
0.3%
SMALLEST VALUES
1615.5
1
<0.1%
1980.0
2
<0.1%
1993.5
1
<0.1%
2052.0
1
<0.1%
2164.5
2
<0.1%
2173.5
1
<0.1%
2187.0
2
<0.1%
2205.0
1
<0.1%
2295.0
2
<0.1%
2317.5
2
<0.1%
2425.5
1
<0.1%
2511.0
1
<0.1%
2542.5
3
<0.1%
2583.0
1
<0.1%
2596.5
1
<0.1%
LARGEST VALUES
258025.5
1
<0.1%
225000.0
16
<0.1%
220297.5
1
<0.1%
216589.5
1
<0.1%
215500.5
1
<0.1%
213291.0
4
<0.1%
213160.5
1
<0.1%
208215.0
1
<0.1%
206464.5
1
<0.1%
206167.5
1
<0.1%
188136.0
1
<0.1%
184477.5
1
<0.1%
180000.0
1
<0.1%
177826.5
1
<0.1%
177696.0
1
<0.1%
AMT_GOODS_PRICE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_CREDIT
0.99
AMT_ANNUITY
0.78
EXT_SOURCE_2
0.14
AMT_INCOME_TOTAL
0.14
EXT_SOURCE_1
0.12
REGION_POPULATION_RELATIVE
0.10
Internal_POS_score
-0.08
DAYS_LAST_PHONE_CHANGE
-0.08
CNT_FAM_MEMBERS
0.06
DAYS_EMPLOYED
-0.06
DAYS_BIRTH
-0.06
EXT_SOURCE_3
0.04
OWN_CAR_AGE
0.03
DEF_30_CNT_SOCIAL_CIRCLE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.19
OCCUPATION_TYPE
0.16
NAME_FAMILY_STATUS
0.16
NAME_EDUCATION_TYPE
0.14
REGION_RATING_CLIENT_W_CITY
0.14
REGION_RATING_CLIENT
0.13
NAME_INCOME_TYPE
0.12
miss_indicator_car_age
0.12
FLAG_OWN_CAR
0.12
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.08
miss_indicator_pos_score
0.08
FLAG_DOCUMENT_3
0.07
FLAG_EMP_PHONE
0.06
MOST FREQUENT VALUES
450000.0
18,381
8.5%
225000.0
17,728
8.2%
675000.0
17,484
8.1%
900000.0
10,789
5.0%
270000.0
8,104
3.8%
180000.0
7,046
3.3%
454500.0
6,443
3.0%
1125000.0
6,362
3.0%
135000.0
5,746
2.7%
315000.0
3,641
1.7%
1350000.0
3,508
1.6%
679500.0
3,376
1.6%
238500.0
3,244
1.5%
360000.0
3,137
1.5%
247500.0
2,988
1.4%
SMALLEST VALUES
40500.0
1
<0.1%
45000.0
806
0.4%
49500.0
117
<0.1%
50751.0
1
<0.1%
54000.0
199
<0.1%
58500.0
220
0.1%
63000.0
81
<0.1%
67392.0
2
<0.1%
67500.0
1,075
0.5%
72000.0
153
<0.1%
76500.0
223
0.1%
81000.0
268
0.1%
85500.0
95
<0.1%
90000.0
2,182
1.0%
94500.0
243
0.1%
LARGEST VALUES
4050000.0
7
<0.1%
3712500.0
1
<0.1%
3600000.0
3
<0.1%
3555000.0
1
<0.1%
3375000.0
3
<0.1%
3150000.0
10
<0.1%
3060000.0
1
<0.1%
2925000.0
3
<0.1%
2745000.0
1
<0.1%
2700000.0
12
<0.1%
2547000.0
1
<0.1%
2475000.0
8
<0.1%
2448000.0
1
<0.1%
2385000.0
1
<0.1%
2362500.0
1
<0.1%
NAME_INCOME_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Working
110,984
52%
10,576
10%
Commercial associate
50,106
23%
3,800
8%
Pensioner
38,748
18%
2,090
5%
State servant
15,382
7%
906
6%
Unemployed
16
<1%
5
31%
Businessman
9
<1%
0
0%
Student
9
<1%
0
0%
Maternity leave
3
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_INCOME_TYPE
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
1.00
FLAG_DOCUMENT_6
0.45
FLAG_DOCUMENT_12
0.20
ORGANIZATION_TYPE
0.20
REG_CITY_NOT_WORK_CITY
0.10
OCCUPATION_TYPE
0.10
FLAG_WORK_PHONE
0.09
FLAG_DOCUMENT_11
0.09
LIVE_CITY_NOT_WORK_CITY
0.09
REG_REGION_NOT_WORK_REGION
0.06
FLAG_DOCUMENT_7
0.06
LIVE_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_3
0.05
FLAG_MOBIL
0.05

THESE FEATURES
GIVE INFORMATION
ON NAME_INCOME_TYPE:
ORGANIZATION_TYPE
0.47
FLAG_EMP_PHONE
0.40
OCCUPATION_TYPE
0.16
FLAG_DOCUMENT_6
0.11
REG_CITY_NOT_WORK_CITY
0.05
FLAG_WORK_PHONE
0.04
LIVE_CITY_NOT_WORK_CITY
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.02
NAME_EDUCATION_TYPE
0.02
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_OWN_CAR
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_INCOME_TYPE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
1.00
DAYS_BIRTH
0.62
DAYS_ID_PUBLISH
0.27
CNT_CHILDREN
0.24
CNT_FAM_MEMBERS
0.24
DAYS_REGISTRATION
0.21
EXT_SOURCE_1
0.16
REGION_POPULATION_RELATIVE
0.15
AMT_ANNUITY
0.15
AMT_CREDIT
0.12
AMT_GOODS_PRICE
0.12
EXT_SOURCE_3
0.10
OWN_CAR_AGE
0.10
EXT_SOURCE_2
0.09
NAME_EDUCATION_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Secondary / secondary special
152,993
71%
13,628
9%
Higher education
52,254
24%
2,816
5%
Incomplete higher
7,251
3%
640
9%
Lower secondary
2,655
1%
292
11%
Academic degree
104
<1%
1
<1%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_EDUCATION_TYPE
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.26
FLAG_DOCUMENT_14
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_13
0.03
FLAG_DOCUMENT_12
0.03
FLAG_DOCUMENT_11
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_15
0.02
FLAG_DOCUMENT_4
0.02
FLAG_DOCUMENT_9
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMAIL
0.02
miss_indicator_def_60
0.02
FLAG_CONT_MOBILE
0.02

THESE FEATURES
GIVE INFORMATION
ON NAME_EDUCATION_TYPE:
OCCUPATION_TYPE
0.08
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_OWN_CAR
0.01
miss_indicator_car_age
0.01
FLAG_DOCUMENT_6
0.01
miss_indicator_pos_score
0.00
FLAG_EMAIL
0.00
FLAG_DOCUMENT_8
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.20
AMT_ANNUITY
0.15
AMT_GOODS_PRICE
0.14
DAYS_EMPLOYED
0.14
AMT_CREDIT
0.13
EXT_SOURCE_2
0.13
EXT_SOURCE_1
0.11
DAYS_REGISTRATION
0.10
Internal_POS_score
0.09
AMT_INCOME_TOTAL
0.09
DAYS_ID_PUBLISH
0.08
REGION_POPULATION_RELATIVE
0.07
EXT_SOURCE_3
0.05
OBS_60_CNT_SOCIAL_CIRCLE
0.05
NAME_FAMILY_STATUS
MISSING:
---
TOP CATEGORIES
TARGET
Married
137,457
64%
10,357
8%
Single / not married
31,846
15%
3,172
10%
Civil marriage
20,844
10%
2,072
10%
Separated
13,854
6%
1,110
8%
Widow
11,255
5%
666
6%
Unknown
1
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_FAMILY_STATUS
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
0.05
FLAG_DOCUMENT_21
0.04
FLAG_DOCUMENT_10
0.04
FLAG_DOCUMENT_6
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_12
0.03
CODE_GENDER
0.03
miss_indicator_car_age
0.02
FLAG_OWN_CAR
0.02
NAME_INCOME_TYPE
0.02
NAME_HOUSING_TYPE
0.02
FLAG_DOCUMENT_11
0.02
FLAG_DOCUMENT_2
0.02
FLAG_DOCUMENT_14
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_FAMILY_STATUS:
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
CODE_GENDER
0.02
miss_indicator_car_age
0.01
FLAG_OWN_CAR
0.01
OCCUPATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_8
0.00
LIVE_CITY_NOT_WORK_CITY
0.00
REG_CITY_NOT_LIVE_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
CORRELATION RATIO WITH...
CNT_FAM_MEMBERS
0.63
DAYS_BIRTH
0.31
DAYS_EMPLOYED
0.25
CNT_CHILDREN
0.20
AMT_GOODS_PRICE
0.16
AMT_CREDIT
0.15
AMT_ANNUITY
0.15
EXT_SOURCE_1
0.12
DAYS_ID_PUBLISH
0.11
DAYS_REGISTRATION
0.11
OWN_CAR_AGE
0.09
DAYS_LAST_PHONE_CHANGE
0.06
EXT_SOURCE_3
0.05
EXT_SOURCE_2
0.05
NAME_HOUSING_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
House / apartment
191,159
89%
14,912
8%
With parents
10,330
5%
1,200
12%
Municipal apartment
7,803
4%
650
8%
Rented apartment
3,357
2%
418
12%
Office apartment
1,817
<1%
123
7%
Co-op apartment
791
<1%
74
9%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_HOUSING_TYPE
PROVIDES INFORMATION ON...
REG_CITY_NOT_LIVE_CITY
0.04
FLAG_OWN_REALTY
0.04
FLAG_DOCUMENT_10
0.03
REG_REGION_NOT_LIVE_REGION
0.03
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_21
0.01
FLAG_DOCUMENT_2
0.01
NAME_FAMILY_STATUS
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_12
0.01
FLAG_DOCUMENT_16
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_HOUSING_TYPE:
FLAG_OWN_REALTY
0.05
ORGANIZATION_TYPE
0.03
REG_CITY_NOT_LIVE_CITY
0.02
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
OCCUPATION_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.00
CODE_GENDER
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_HOUSING_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.24
EXT_SOURCE_1
0.13
DAYS_EMPLOYED
0.11
DAYS_REGISTRATION
0.09
DAYS_ID_PUBLISH
0.08
EXT_SOURCE_3
0.06
AMT_GOODS_PRICE
0.06
OWN_CAR_AGE
0.06
AMT_CREDIT
0.06
EXT_SOURCE_2
0.06
REGION_POPULATION_RELATIVE
0.05
DAYS_LAST_PHONE_CHANGE
0.04
AMT_ANNUITY
0.04
CNT_FAM_MEMBERS
0.04
REGION_POPULATION_RELATIVE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_2
0.20
AMT_ANNUITY
0.12
AMT_GOODS_PRICE
0.10
AMT_CREDIT
0.10
EXT_SOURCE_1
0.07
AMT_INCOME_TOTAL
0.06
Internal_POS_score
-0.06
DAYS_REGISTRATION
-0.05
DAYS_LAST_PHONE_CHANGE
-0.05
DAYS_BIRTH
-0.03
CNT_CHILDREN
-0.03
CNT_FAM_MEMBERS
-0.02
OBS_30_CNT_SOCIAL_CIRCLE
-0.02
OBS_60_CNT_SOCIAL_CIRCLE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.64
REGION_RATING_CLIENT_W_CITY
0.61
NAME_INCOME_TYPE
0.15
ORGANIZATION_TYPE
0.10
FLAG_PHONE
0.09
FLAG_DOCUMENT_8
0.09
FLAG_DOCUMENT_3
0.08
LIVE_REGION_NOT_WORK_REGION
0.08
NAME_EDUCATION_TYPE
0.07
miss_indicator_pos_score
0.06
REG_REGION_NOT_WORK_REGION
0.05
OCCUPATION_TYPE
0.05
NAME_HOUSING_TYPE
0.05
REG_CITY_NOT_LIVE_CITY
0.05
MOST FREQUENT VALUES
0.03579200059175491
11,494
5.3%
0.046220000833272934
9,421
4.4%
0.030755000188946724
8,484
3.9%
0.025164000689983368
8,448
3.9%
0.026391999796032906
8,106
3.8%
0.03132899850606918
7,899
3.7%
0.028663000091910362
7,828
3.6%
0.01910099945962429
6,084
2.8%
0.07250799983739853
5,875
2.7%
0.020712999626994133
5,587
2.6%
0.018850000575184822
5,400
2.5%
0.020245999097824097
5,042
2.3%
0.018634000793099403
4,947
2.3%
0.022624999284744263
4,810
2.2%
0.015220999717712402
4,737
2.2%
SMALLEST VALUES
0.0002899999963119626
2
<0.1%
0.0005329999839887023
26
<0.1%
0.0009379999828524888
19
<0.1%
0.0012760000536218286
407
0.2%
0.0013330000219866633
154
<0.1%
0.0014169999631121755
357
0.2%
0.002041999949142337
1,146
0.5%
0.002133999951183796
739
0.3%
0.0025059999898076057
661
0.3%
0.0030690000858157873
1,257
0.6%
0.0031220000237226486
831
0.4%
0.0035409999545663595
461
0.2%
0.0038129999302327633
1,138
0.5%
0.00381799996830523
848
0.4%
0.0048489999026060104
710
0.3%
LARGEST VALUES
0.07250799983739853
5,875
2.7%
0.046220000833272934
9,421
4.4%
0.03579200059175491
11,494
5.3%
0.03256100043654442
4,631
2.2%
0.03132899850606918
7,899
3.7%
0.030755000188946724
8,484
3.9%
0.028663000091910362
7,828
3.6%
0.026391999796032906
8,106
3.8%
0.025164000689983368
8,448
3.9%
0.024609999731183052
4,464
2.1%
0.02280000038444996
2,708
1.3%
0.022624999284744263
4,810
2.2%
0.020712999626994133
5,587
2.6%
0.020245999097824097
5,042
2.3%
0.01968899928033352
4,318
2.0%
DAYS_BIRTH
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_EMPLOYED
-0.62
EXT_SOURCE_1
-0.36
DAYS_REGISTRATION
0.33
CNT_CHILDREN
0.33
CNT_FAM_MEMBERS
0.28
DAYS_ID_PUBLISH
0.27
EXT_SOURCE_3
-0.18
EXT_SOURCE_2
-0.09
OWN_CAR_AGE
0.09
DAYS_LAST_PHONE_CHANGE
0.08
AMT_CREDIT
-0.06
AMT_GOODS_PRICE
-0.06
REGION_POPULATION_RELATIVE
-0.03
AMT_INCOME_TOTAL
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.64
NAME_INCOME_TYPE
0.62
FLAG_EMP_PHONE
0.62
FLAG_DOCUMENT_6
0.41
OCCUPATION_TYPE
0.32
NAME_FAMILY_STATUS
0.31
NAME_HOUSING_TYPE
0.24
REG_CITY_NOT_WORK_CITY
0.24
NAME_EDUCATION_TYPE
0.20
REG_CITY_NOT_LIVE_CITY
0.18
FLAG_WORK_PHONE
0.17
LIVE_CITY_NOT_WORK_CITY
0.16
CODE_GENDER
0.15
FLAG_OWN_CAR
0.13
MOST FREQUENT VALUES
-14890
32
<0.1%
-14267
31
<0.1%
-13480
31
<0.1%
-15322
30
<0.1%
-13584
30
<0.1%
-13749
30
<0.1%
-10292
30
<0.1%
-11630
29
<0.1%
-11532
29
<0.1%
-15450
29
<0.1%
-14120
29
<0.1%
-15563
29
<0.1%
-15508
29
<0.1%
-10519
29
<0.1%
-14384
29
<0.1%
SMALLEST VALUES
-25200
1
<0.1%
-25197
2
<0.1%
-25196
4
<0.1%
-25195
1
<0.1%
-25192
1
<0.1%
-25186
1
<0.1%
-25184
1
<0.1%
-25182
1
<0.1%
-25180
1
<0.1%
-25177
1
<0.1%
-25175
2
<0.1%
-25170
2
<0.1%
-25169
1
<0.1%
-25168
3
<0.1%
-25167
2
<0.1%
LARGEST VALUES
-7673
1
<0.1%
-7676
2
<0.1%
-7678
3
<0.1%
-7679
1
<0.1%
-7680
4
<0.1%
-7681
1
<0.1%
-7682
1
<0.1%
-7683
3
<0.1%
-7684
2
<0.1%
-7685
1
<0.1%
-7687
3
<0.1%
-7688
2
<0.1%
-7689
1
<0.1%
-7690
4
<0.1%
-7691
1
<0.1%
DAYS_EMPLOYED
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.62
DAYS_ID_PUBLISH
-0.27
CNT_CHILDREN
-0.24
CNT_FAM_MEMBERS
-0.23
DAYS_REGISTRATION
-0.21
EXT_SOURCE_1
0.14
EXT_SOURCE_3
0.10
AMT_ANNUITY
-0.10
OWN_CAR_AGE
-0.09
AMT_CREDIT
-0.06
AMT_GOODS_PRICE
-0.06
AMT_INCOME_TOTAL
-0.06
DAYS_LAST_PHONE_CHANGE
0.02
EXT_SOURCE_2
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
1.00
NAME_INCOME_TYPE
1.00
FLAG_EMP_PHONE
1.00
FLAG_DOCUMENT_6
0.60
OCCUPATION_TYPE
0.48
REG_CITY_NOT_WORK_CITY
0.25
NAME_FAMILY_STATUS
0.25
FLAG_DOCUMENT_3
0.25
FLAG_WORK_PHONE
0.23
LIVE_CITY_NOT_WORK_CITY
0.22
CODE_GENDER
0.16
FLAG_OWN_CAR
0.15
miss_indicator_car_age
0.15
NAME_EDUCATION_TYPE
0.14
MOST FREQUENT VALUES
365243
38,756
18.0%
-229
112
<0.1%
-212
110
<0.1%
-200
108
<0.1%
-199
105
<0.1%
-230
104
<0.1%
-224
104
<0.1%
-207
104
<0.1%
-254
102
<0.1%
-215
102
<0.1%
-195
101
<0.1%
-222
100
<0.1%
-237
100
<0.1%
-384
99
<0.1%
-184
98
<0.1%
SMALLEST VALUES
-17583
1
<0.1%
-17546
1
<0.1%
-17522
1
<0.1%
-17139
1
<0.1%
-16849
1
<0.1%
-16836
1
<0.1%
-16767
1
<0.1%
-16678
1
<0.1%
-16651
1
<0.1%
-16632
1
<0.1%
-16607
1
<0.1%
-16554
1
<0.1%
-16499
1
<0.1%
-16495
2
<0.1%
-16481
1
<0.1%
LARGEST VALUES
365243
38,756
18.0%
0
1
<0.1%
-1
1
<0.1%
-2
2
<0.1%
-3
2
<0.1%
-4
2
<0.1%
-5
1
<0.1%
-6
2
<0.1%
-7
1
<0.1%
-8
2
<0.1%
-9
2
<0.1%
-10
1
<0.1%
-11
2
<0.1%
-12
3
<0.1%
-13
2
<0.1%
DAYS_REGISTRATION
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.33
DAYS_EMPLOYED
-0.21
CNT_CHILDREN
0.18
CNT_FAM_MEMBERS
0.17
EXT_SOURCE_1
-0.11
DAYS_ID_PUBLISH
0.10
EXT_SOURCE_3
-0.10
EXT_SOURCE_2
-0.06
DAYS_LAST_PHONE_CHANGE
0.06
REGION_POPULATION_RELATIVE
-0.05
OWN_CAR_AGE
0.05
AMT_ANNUITY
0.04
AMT_INCOME_TOTAL
0.02
External_credit_score
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.22
NAME_INCOME_TYPE
0.21
FLAG_EMP_PHONE
0.21
FLAG_DOCUMENT_6
0.14
OCCUPATION_TYPE
0.13
NAME_FAMILY_STATUS
0.11
NAME_EDUCATION_TYPE
0.10
REG_CITY_NOT_WORK_CITY
0.10
FLAG_OWN_CAR
0.09
miss_indicator_car_age
0.09
NAME_HOUSING_TYPE
0.09
REGION_RATING_CLIENT
0.08
CODE_GENDER
0.08
FLAG_PHONE
0.07
MOST FREQUENT VALUES
-7.0
79
<0.1%
-1.0
74
<0.1%
-6.0
65
<0.1%
-4.0
64
<0.1%
-5.0
60
<0.1%
-9.0
59
<0.1%
-3.0
58
<0.1%
-2.0
57
<0.1%
-21.0
56
<0.1%
-10.0
55
<0.1%
0.0
54
<0.1%
-14.0
51
<0.1%
-511.0
49
<0.1%
-13.0
47
<0.1%
-8.0
47
<0.1%
SMALLEST VALUES
-24672.0
1
<0.1%
-23738.0
1
<0.1%
-23416.0
1
<0.1%
-22858.0
1
<0.1%
-22442.0
1
<0.1%
-22392.0
1
<0.1%
-22113.0
1
<0.1%
-21865.0
1
<0.1%
-21249.0
1
<0.1%
-20981.0
1
<0.1%
-20841.0
1
<0.1%
-20840.0
1
<0.1%
-20838.0
1
<0.1%
-20701.0
1
<0.1%
-20623.0
1
<0.1%
LARGEST VALUES
0.0
54
<0.1%
-1.0
74
<0.1%
-2.0
57
<0.1%
-3.0
58
<0.1%
-4.0
64
<0.1%
-5.0
60
<0.1%
-6.0
65
<0.1%
-7.0
79
<0.1%
-8.0
47
<0.1%
-9.0
59
<0.1%
-10.0
55
<0.1%
-11.0
46
<0.1%
-12.0
45
<0.1%
-13.0
47
<0.1%
-14.0
51
<0.1%
DAYS_ID_PUBLISH
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.27
DAYS_EMPLOYED
-0.27
EXT_SOURCE_3
-0.11
DAYS_REGISTRATION
0.10
DAYS_LAST_PHONE_CHANGE
0.09
EXT_SOURCE_1
-0.09
EXT_SOURCE_2
-0.05
CNT_CHILDREN
-0.03
External_credit_score
-0.02
CNT_FAM_MEMBERS
-0.02
OWN_CAR_AGE
0.01
AMT_GOODS_PRICE
-0.01
OBS_60_CNT_SOCIAL_CIRCLE
-0.01
OBS_30_CNT_SOCIAL_CIRCLE
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.28
NAME_INCOME_TYPE
0.27
FLAG_EMP_PHONE
0.27
FLAG_DOCUMENT_6
0.18
OCCUPATION_TYPE
0.15
NAME_FAMILY_STATUS
0.11
REG_CITY_NOT_WORK_CITY
0.10
NAME_HOUSING_TYPE
0.08
NAME_EDUCATION_TYPE
0.08
REG_CITY_NOT_LIVE_CITY
0.07
LIVE_CITY_NOT_WORK_CITY
0.06
NAME_CONTRACT_TYPE
0.05
TARGET
0.05
FLAG_DOCUMENT_3
0.05
MOST FREQUENT VALUES
-4074
119
<0.1%
-4151
117
<0.1%
-4053
117
<0.1%
-4047
113
<0.1%
-4417
113
<0.1%
-4312
112
<0.1%
-4263
112
<0.1%
-4171
111
<0.1%
-4256
110
<0.1%
-4095
110
<0.1%
-4382
110
<0.1%
-4032
109
<0.1%
-4046
109
<0.1%
-4110
108
<0.1%
-4264
108
<0.1%
SMALLEST VALUES
-7197
1
<0.1%
-6551
1
<0.1%
-6337
1
<0.1%
-6274
1
<0.1%
-6265
1
<0.1%
-6263
1
<0.1%
-6259
1
<0.1%
-6256
1
<0.1%
-6255
1
<0.1%
-6247
1
<0.1%
-6233
1
<0.1%
-6232
1
<0.1%
-6228
1
<0.1%
-6227
1
<0.1%
-6226
3
<0.1%
LARGEST VALUES
0
10
<0.1%
-1
43
<0.1%
-2
34
<0.1%
-3
34
<0.1%
-4
40
<0.1%
-5
45
<0.1%
-6
55
<0.1%
-7
67
<0.1%
-8
59
<0.1%
-9
38
<0.1%
-10
40
<0.1%
-11
45
<0.1%
-12
44
<0.1%
-13
45
<0.1%
-14
52
<0.1%
OWN_CAR_AGE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_EMPLOYED
-0.09
CNT_FAM_MEMBERS
0.09
DAYS_BIRTH
0.09
CNT_CHILDREN
0.07
EXT_SOURCE_1
-0.05
AMT_ANNUITY
0.05
DAYS_REGISTRATION
0.05
AMT_CREDIT
0.03
AMT_GOODS_PRICE
0.03
DAYS_LAST_PHONE_CHANGE
-0.02
Internal_POS_score
0.02
AMT_INCOME_TOTAL
0.02
External_credit_score
0.02
EXT_SOURCE_3
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_car_age
0.67
FLAG_OWN_CAR
0.67
CODE_GENDER
0.23
OCCUPATION_TYPE
0.14
ORGANIZATION_TYPE
0.12
FLAG_DOCUMENT_8
0.12
NAME_INCOME_TYPE
0.10
NAME_FAMILY_STATUS
0.09
FLAG_EMP_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.06
FLAG_DOCUMENT_6
0.06
REG_CITY_NOT_WORK_CITY
0.06
NAME_HOUSING_TYPE
0.06
FLAG_PHONE
0.03
MOST FREQUENT VALUES
-1.0
142,091
66.0%
7.0
5,232
2.4%
6.0
4,461
2.1%
3.0
4,448
2.1%
8.0
4,140
1.9%
2.0
4,048
1.9%
4.0
3,921
1.8%
1.0
3,625
1.7%
9.0
3,493
1.6%
10.0
3,349
1.6%
14.0
3,199
1.5%
13.0
3,185
1.5%
12.0
3,037
1.4%
11.0
2,900
1.3%
5.0
2,526
1.2%
SMALLEST VALUES
-1.0
142,091
66.0%
0.0
1,523
0.7%
1.0
3,625
1.7%
2.0
4,048
1.9%
3.0
4,448
2.1%
4.0
3,921
1.8%
5.0
2,526
1.2%
6.0
4,461
2.1%
7.0
5,232
2.4%
8.0
4,140
1.9%
9.0
3,493
1.6%
10.0
3,349
1.6%
11.0
2,900
1.3%
12.0
3,037
1.4%
13.0
3,185
1.5%
LARGEST VALUES
91.0
2
<0.1%
65.0
593
0.3%
64.0
1,693
0.8%
63.0
2
<0.1%
57.0
1
<0.1%
56.0
1
<0.1%
55.0
2
<0.1%
54.0
7
<0.1%
52.0
1
<0.1%
51.0
2
<0.1%
50.0
1
<0.1%
49.0
4
<0.1%
48.0
1
<0.1%
47.0
1
<0.1%
46.0
5
<0.1%
FLAG_MOBIL
MISSING:
---
TOP CATEGORIES
TARGET
1
215,256
>99%
17,377
8%
0
1
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_MOBIL
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_18
0.00
miss_indicator_pos_score
0.00
FLAG_DOCUMENT_8
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_3
0.00
miss_indicator_car_age
0.00
FLAG_OWN_CAR
0.00
CODE_GENDER
0.00
ORGANIZATION_TYPE
0.00
FLAG_OWN_REALTY
0.00
miss_indicator_ext_credit
0.00
NAME_INCOME_TYPE
0.00
FLAG_PHONE
0.00
miss_indicator_int_credit
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_MOBIL:
FLAG_DOCUMENT_18
0.36
ORGANIZATION_TYPE
0.34
NAME_EDUCATION_TYPE
0.26
miss_indicator_pos_score
0.20
FLAG_DOCUMENT_8
0.19
FLAG_DOCUMENT_3
0.09
miss_indicator_car_age
0.08
FLAG_OWN_CAR
0.08
CODE_GENDER
0.08
OCCUPATION_TYPE
0.05
NAME_INCOME_TYPE
0.05
NAME_FAMILY_STATUS
0.03
FLAG_OWN_REALTY
0.03
miss_indicator_ext_credit
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_MOBIL
CORRELATION RATIO WITH...
Internal_POS_score
0.01
OWN_CAR_AGE
0.00
DAYS_BIRTH
0.00
DAYS_ID_PUBLISH
0.00
DAYS_LAST_PHONE_CHANGE
0.00
AMT_CREDIT
0.00
AMT_GOODS_PRICE
0.00
REGION_POPULATION_RELATIVE
0.00
External_credit_score
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
CNT_CHILDREN
0.00
DAYS_EMPLOYED
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
FLAG_EMP_PHONE
MISSING:
---
TOP CATEGORIES
TARGET
1
176,491
82%
15,281
9%
0
38,766
18%
2,096
5%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_EMP_PHONE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.45
NAME_INCOME_TYPE
0.40
ORGANIZATION_TYPE
0.17
REG_CITY_NOT_WORK_CITY
0.10
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.08
OCCUPATION_TYPE
0.08
REG_REGION_NOT_WORK_REGION
0.05
LIVE_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_8
0.04
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_18
0.03
FLAG_DOCUMENT_16
0.03

THESE FEATURES
GIVE INFORMATION
ON FLAG_EMP_PHONE:
ORGANIZATION_TYPE
1.00
NAME_INCOME_TYPE
1.00
OCCUPATION_TYPE
0.31
FLAG_DOCUMENT_6
0.28
REG_CITY_NOT_WORK_CITY
0.11
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.08
FLAG_DOCUMENT_3
0.06
NAME_FAMILY_STATUS
0.05
CODE_GENDER
0.03
FLAG_OWN_CAR
0.03
miss_indicator_car_age
0.03
FLAG_DOCUMENT_8
0.02
REG_REGION_NOT_WORK_REGION
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_EMP_PHONE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
1.00
DAYS_BIRTH
0.62
DAYS_ID_PUBLISH
0.27
CNT_CHILDREN
0.24
CNT_FAM_MEMBERS
0.23
DAYS_REGISTRATION
0.21
EXT_SOURCE_1
0.15
EXT_SOURCE_3
0.10
AMT_ANNUITY
0.10
OWN_CAR_AGE
0.09
AMT_CREDIT
0.06
AMT_GOODS_PRICE
0.06
AMT_INCOME_TOTAL
0.06
DAYS_LAST_PHONE_CHANGE
0.02
FLAG_WORK_PHONE
MISSING:
---
TOP CATEGORIES
TARGET
0
172,406
80%
13,259
8%
1
42,851
20%
4,118
10%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_WORK_PHONE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_11
0.23
FLAG_EMP_PHONE
0.09
FLAG_PHONE
0.07
FLAG_DOCUMENT_6
0.05
NAME_INCOME_TYPE
0.04
FLAG_CONT_MOBILE
0.03
miss_indicator_def_60
0.03
FLAG_DOCUMENT_4
0.02
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_DOCUMENT_10
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
ORGANIZATION_TYPE
0.02
REG_CITY_NOT_WORK_CITY
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_WORK_PHONE:
NAME_INCOME_TYPE
0.09
ORGANIZATION_TYPE
0.09
FLAG_EMP_PHONE
0.09
FLAG_PHONE
0.08
FLAG_DOCUMENT_6
0.03
REG_CITY_NOT_WORK_CITY
0.01
OCCUPATION_TYPE
0.01
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_11
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
NAME_FAMILY_STATUS
0.01
REG_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_3
0.00
REG_REGION_NOT_LIVE_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.23
DAYS_BIRTH
0.17
CNT_FAM_MEMBERS
0.07
DAYS_REGISTRATION
0.06
EXT_SOURCE_3
0.06
CNT_CHILDREN
0.05
EXT_SOURCE_1
0.05
DAYS_ID_PUBLISH
0.05
DAYS_LAST_PHONE_CHANGE
0.04
AMT_ANNUITY
0.03
AMT_CREDIT
0.02
EXT_SOURCE_2
0.02
OWN_CAR_AGE
0.02
REGION_POPULATION_RELATIVE
0.02
FLAG_CONT_MOBILE
MISSING:
---
TOP CATEGORIES
TARGET
1
214,855
>99%
17,339
8%
0
402
<1%
38
9%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_CONT_MOBILE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_21
0.02
miss_indicator_pos_score
0.01
FLAG_DOCUMENT_17
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_7
0.01
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_15
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_8
0.00
FLAG_DOCUMENT_5
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_CONT_MOBILE:
NAME_CONTRACT_TYPE
0.18
miss_indicator_pos_score
0.17
FLAG_DOCUMENT_14
0.03
FLAG_DOCUMENT_13
0.03
FLAG_WORK_PHONE
0.03
FLAG_DOCUMENT_18
0.02
ORGANIZATION_TYPE
0.02
NAME_EDUCATION_TYPE
0.02
Internal_credit_card_score
0.01
miss_indicator_int_credit
0.01
FLAG_DOCUMENT_16
0.01
NAME_INCOME_TYPE
0.01
FLAG_DOCUMENT_8
0.01
OCCUPATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_CONT_MOBILE
CORRELATION RATIO WITH...
Internal_POS_score
0.10
DAYS_LAST_PHONE_CHANGE
0.03
AMT_CREDIT
0.02
AMT_ANNUITY
0.02
AMT_GOODS_PRICE
0.02
DAYS_BIRTH
0.02
DAYS_EMPLOYED
0.01
REGION_POPULATION_RELATIVE
0.01
EXT_SOURCE_3
0.01
AMT_INCOME_TOTAL
0.01
External_credit_score
0.01
DEF_30_CNT_SOCIAL_CIRCLE
0.01
DAYS_REGISTRATION
0.00
EXT_SOURCE_1
0.00
FLAG_PHONE
MISSING:
---
TOP CATEGORIES
TARGET
0
154,906
72%
13,129
8%
1
60,351
28%
4,248
7%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_PHONE
PROVIDES INFORMATION ON...
FLAG_WORK_PHONE
0.08
FLAG_DOCUMENT_10
0.04
FLAG_DOCUMENT_7
0.03
FLAG_DOCUMENT_5
0.03
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
miss_indicator_def_60
0.01
FLAG_DOCUMENT_19
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_4
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_15
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_PHONE:
FLAG_WORK_PHONE
0.07
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_5
0.00
REG_CITY_NOT_LIVE_CITY
0.00
REG_CITY_NOT_WORK_CITY
0.00
ORGANIZATION_TYPE
0.00
FLAG_OWN_REALTY
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00
NAME_HOUSING_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_FAMILY_STATUS
0.00
NAME_EDUCATION_TYPE
0.00
NAME_INCOME_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_PHONE
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.09
DAYS_REGISTRATION
0.07
DAYS_LAST_PHONE_CHANGE
0.06
EXT_SOURCE_2
0.06
EXT_SOURCE_1
0.06
DAYS_BIRTH
0.04
AMT_GOODS_PRICE
0.04
DAYS_ID_PUBLISH
0.04
OBS_30_CNT_SOCIAL_CIRCLE
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.03
OWN_CAR_AGE
0.03
CNT_CHILDREN
0.03
DEF_30_CNT_SOCIAL_CIRCLE
0.03
AMT_CREDIT
0.02
FLAG_EMAIL
MISSING:
---
TOP CATEGORIES
TARGET
0
203,006
94%
16,399
8%
1
12,251
6%
978
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_EMAIL
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_10
0.02
miss_indicator_ext_credit
0.01
FLAG_DOCUMENT_2
0.01
FLAG_EMP_PHONE
0.01
NAME_EDUCATION_TYPE
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_12
0.00
FLAG_DOCUMENT_6
0.00
NAME_INCOME_TYPE
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_9
0.00
miss_indicator_int_credit
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_DOCUMENT_17
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_EMAIL:
miss_indicator_ext_credit
0.03
NAME_EDUCATION_TYPE
0.02
ORGANIZATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.01
FLAG_EMP_PHONE
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
Internal_credit_card_score
0.01
miss_indicator_int_credit
0.01
FLAG_DOCUMENT_6
0.01
NAME_FAMILY_STATUS
0.00
FLAG_OWN_CAR
0.00
miss_indicator_car_age
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_EMAIL
CORRELATION RATIO WITH...
External_credit_score
0.12
DAYS_BIRTH
0.09
AMT_ANNUITY
0.07
DAYS_EMPLOYED
0.06
EXT_SOURCE_3
0.05
REGION_POPULATION_RELATIVE
0.04
DAYS_REGISTRATION
0.03
AMT_INCOME_TOTAL
0.03
DAYS_ID_PUBLISH
0.03
EXT_SOURCE_2
0.02
CNT_CHILDREN
0.02
Internal_POS_score
0.02
DAYS_LAST_PHONE_CHANGE
0.02
AMT_GOODS_PRICE
0.02
OCCUPATION_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Laborers
106,071
49%
8,469
8%
Sales staff
22,285
10%
2,128
10%
Core staff
19,345
9%
1,250
6%
Managers
14,985
7%
922
6%
Drivers
13,088
6%
1,456
11%
High skill tech staff
7,977
4%
506
6%
Accountants
6,842
3%
312
5%
Medicine staff
6,050
3%
428
7%
Security staff
4,698
2%
505
11%
Cooking staff
4,178
2%
440
11%
Cleaning staff
3,310
2%
318
10%
Private service staff
1,851
<1%
119
6%
Low-skill Laborers
1,480
<1%
265
18%
Waiters/barmen staff
924
<1%
108
12%
Secretaries
915
<1%
64
7%
Realty agents
524
<1%
41
8%
HR staff
373
<1%
24
6%
IT staff
361
<1%
22
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OCCUPATION_TYPE
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
0.31
FLAG_DOCUMENT_12
0.25
CODE_GENDER
0.17
FLAG_DOCUMENT_6
0.16
NAME_INCOME_TYPE
0.16
ORGANIZATION_TYPE
0.15
NAME_EDUCATION_TYPE
0.08
FLAG_DOCUMENT_2
0.06
FLAG_DOCUMENT_8
0.06
FLAG_MOBIL
0.05
FLAG_DOCUMENT_10
0.05
FLAG_OWN_CAR
0.04
miss_indicator_car_age
0.04
FLAG_DOCUMENT_11
0.04

THESE FEATURES
GIVE INFORMATION
ON OCCUPATION_TYPE:
ORGANIZATION_TYPE
0.23
NAME_INCOME_TYPE
0.10
FLAG_EMP_PHONE
0.08
CODE_GENDER
0.06
NAME_EDUCATION_TYPE
0.03
FLAG_DOCUMENT_6
0.03
FLAG_OWN_CAR
0.01
miss_indicator_car_age
0.01
FLAG_DOCUMENT_8
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.01
FLAG_WORK_PHONE
0.00
REG_CITY_NOT_WORK_CITY
0.00
LIVE_CITY_NOT_WORK_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.48
DAYS_BIRTH
0.32
AMT_ANNUITY
0.18
AMT_GOODS_PRICE
0.16
AMT_CREDIT
0.15
DAYS_ID_PUBLISH
0.15
OWN_CAR_AGE
0.14
EXT_SOURCE_1
0.14
DAYS_REGISTRATION
0.13
CNT_FAM_MEMBERS
0.13
CNT_CHILDREN
0.12
EXT_SOURCE_2
0.12
AMT_INCOME_TOTAL
0.10
DAYS_LAST_PHONE_CHANGE
0.06
CNT_FAM_MEMBERS
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_CHILDREN
0.88
DAYS_BIRTH
0.28
DAYS_EMPLOYED
-0.23
DAYS_REGISTRATION
0.17
OWN_CAR_AGE
0.09
AMT_ANNUITY
0.08
EXT_SOURCE_1
-0.06
AMT_CREDIT
0.06
AMT_GOODS_PRICE
0.06
Internal_POS_score
0.03
DAYS_LAST_PHONE_CHANGE
-0.03
EXT_SOURCE_3
-0.03
REGION_POPULATION_RELATIVE
-0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
0.63
ORGANIZATION_TYPE
0.24
NAME_INCOME_TYPE
0.24
FLAG_EMP_PHONE
0.23
FLAG_DOCUMENT_6
0.16
FLAG_OWN_CAR
0.15
miss_indicator_car_age
0.15
OCCUPATION_TYPE
0.13
CODE_GENDER
0.08
LIVE_CITY_NOT_WORK_CITY
0.08
REG_CITY_NOT_WORK_CITY
0.07
FLAG_WORK_PHONE
0.07
FLAG_DOCUMENT_3
0.07
FLAG_DOCUMENT_8
0.05
MOST FREQUENT VALUES
2.0
110,672
51.4%
1.0
47,539
22.1%
3.0
37,002
17.2%
4.0
17,260
8.0%
5.0
2,428
1.1%
6.0
265
0.1%
7.0
63
<0.1%
8.0
17
<0.1%
9.0
5
<0.1%
10.0
3
<0.1%
12.0
2
<0.1%
20.0
1
<0.1%
SMALLEST VALUES
1.0
47,539
22.1%
2.0
110,672
51.4%
3.0
37,002
17.2%
4.0
17,260
8.0%
5.0
2,428
1.1%
6.0
265
0.1%
7.0
63
<0.1%
8.0
17
<0.1%
9.0
5
<0.1%
10.0
3
<0.1%
12.0
2
<0.1%
20.0
1
<0.1%
LARGEST VALUES
20.0
1
<0.1%
12.0
2
<0.1%
10.0
3
<0.1%
9.0
5
<0.1%
8.0
17
<0.1%
7.0
63
<0.1%
6.0
265
0.1%
5.0
2,428
1.1%
4.0
17,260
8.0%
3.0
37,002
17.2%
2.0
110,672
51.4%
1.0
47,539
22.1%
REGION_RATING_CLIENT
MISSING:
---
TOP CATEGORIES
TARGET
2
158,846
74%
12,580
8%
3
33,860
16%
3,727
11%
1
22,551
10%
1,070
5%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT
PROVIDES INFORMATION ON...
REGION_RATING_CLIENT_W_CITY
0.89
LIVE_REGION_NOT_WORK_REGION
0.07
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_9
0.04
FLAG_DOCUMENT_4
0.03
FLAG_DOCUMENT_13
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_8
0.02
NAME_INCOME_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.01
FLAG_DOCUMENT_10
0.01
NAME_HOUSING_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT:
REGION_RATING_CLIENT_W_CITY
0.88
NAME_INCOME_TYPE
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
REG_REGION_NOT_WORK_REGION
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.00
OCCUPATION_TYPE
0.00
FLAG_EMAIL
0.00
TARGET
0.00
miss_indicator_pos_score
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.64
EXT_SOURCE_2
0.29
AMT_ANNUITY
0.18
AMT_CREDIT
0.14
AMT_GOODS_PRICE
0.13
AMT_INCOME_TOTAL
0.09
EXT_SOURCE_1
0.08
DAYS_REGISTRATION
0.08
OBS_30_CNT_SOCIAL_CIRCLE
0.06
OBS_60_CNT_SOCIAL_CIRCLE
0.06
Internal_POS_score
0.06
DEF_30_CNT_SOCIAL_CIRCLE
0.04
DAYS_EMPLOYED
0.04
CNT_FAM_MEMBERS
0.03
REGION_RATING_CLIENT_W_CITY
MISSING:
---
TOP CATEGORIES
TARGET
2
160,564
75%
12,756
8%
3
30,743
14%
3,484
11%
1
23,950
11%
1,137
5%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT_W_CITY
PROVIDES INFORMATION ON...
REGION_RATING_CLIENT
0.88
LIVE_REGION_NOT_WORK_REGION
0.06
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_9
0.03
FLAG_DOCUMENT_2
0.03
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_4
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_8
0.02
FLAG_DOCUMENT_10
0.02
NAME_INCOME_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT_W_CITY:
REGION_RATING_CLIENT
0.89
NAME_INCOME_TYPE
0.02
LIVE_REGION_NOT_WORK_REGION
0.01
REG_REGION_NOT_WORK_REGION
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.00
OCCUPATION_TYPE
0.00
TARGET
0.00
FLAG_EMAIL
0.00
miss_indicator_pos_score
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT_W_CITY
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.61
EXT_SOURCE_2
0.29
AMT_ANNUITY
0.18
AMT_CREDIT
0.14
AMT_GOODS_PRICE
0.14
AMT_INCOME_TOTAL
0.09
EXT_SOURCE_1
0.08
DAYS_REGISTRATION
0.07
OBS_30_CNT_SOCIAL_CIRCLE
0.06
OBS_60_CNT_SOCIAL_CIRCLE
0.06
Internal_POS_score
0.06
DAYS_EMPLOYED
0.04
DEF_30_CNT_SOCIAL_CIRCLE
0.04
CNT_FAM_MEMBERS
0.03
REG_REGION_NOT_LIVE_REGION
MISSING:
---
TOP CATEGORIES
TARGET
0
211,999
98%
17,081
8%
1
3,258
2%
296
9%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_LIVE_REGION
PROVIDES INFORMATION ON...
REG_REGION_NOT_WORK_REGION
0.17
REG_CITY_NOT_LIVE_CITY
0.09
FLAG_DOCUMENT_11
0.07
FLAG_DOCUMENT_10
0.04
REG_CITY_NOT_WORK_CITY
0.02
LIVE_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_9
0.00
NAME_HOUSING_TYPE
0.00
FLAG_DOCUMENT_7
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_21
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_20
0.00
FLAG_EMP_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_LIVE_REGION:
REG_REGION_NOT_WORK_REGION
0.43
REG_CITY_NOT_LIVE_CITY
0.32
REG_CITY_NOT_WORK_CITY
0.10
ORGANIZATION_TYPE
0.04
LIVE_REGION_NOT_WORK_REGION
0.03
NAME_INCOME_TYPE
0.03
NAME_HOUSING_TYPE
0.03
FLAG_WORK_PHONE
0.02
FLAG_DOCUMENT_11
0.02
REGION_RATING_CLIENT
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_LIVE_REGION
CORRELATION RATIO WITH...
DAYS_BIRTH
0.07
AMT_ANNUITY
0.04
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.04
DAYS_EMPLOYED
0.04
DAYS_ID_PUBLISH
0.03
Internal_POS_score
0.03
DAYS_REGISTRATION
0.03
AMT_INCOME_TOTAL
0.03
AMT_GOODS_PRICE
0.03
EXT_SOURCE_1
0.02
AMT_CREDIT
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
REG_REGION_NOT_WORK_REGION
MISSING:
---
TOP CATEGORIES
TARGET
0
204,222
95%
16,406
8%
1
11,035
5%
971
9%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_WORK_REGION
PROVIDES INFORMATION ON...
LIVE_REGION_NOT_WORK_REGION
0.79
REG_REGION_NOT_LIVE_REGION
0.43
REG_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.04
LIVE_CITY_NOT_WORK_CITY
0.03
REG_CITY_NOT_LIVE_CITY
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_10
0.02
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
NAME_INCOME_TYPE
0.01
CODE_GENDER
0.01
ORGANIZATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_WORK_REGION:
LIVE_REGION_NOT_WORK_REGION
0.67
REG_REGION_NOT_LIVE_REGION
0.17
REG_CITY_NOT_WORK_CITY
0.12
ORGANIZATION_TYPE
0.10
LIVE_CITY_NOT_WORK_CITY
0.08
NAME_INCOME_TYPE
0.06
REGION_RATING_CLIENT
0.05
FLAG_EMP_PHONE
0.05
REGION_RATING_CLIENT_W_CITY
0.05
REG_CITY_NOT_LIVE_CITY
0.04
CODE_GENDER
0.02
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.01
FLAG_WORK_PHONE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_WORK_REGION
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.11
DAYS_BIRTH
0.10
AMT_ANNUITY
0.08
REGION_POPULATION_RELATIVE
0.05
AMT_INCOME_TOTAL
0.05
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.05
DAYS_ID_PUBLISH
0.05
EXT_SOURCE_3
0.04
DAYS_REGISTRATION
0.04
EXT_SOURCE_1
0.04
DAYS_LAST_PHONE_CHANGE
0.03
Internal_POS_score
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.03
LIVE_REGION_NOT_WORK_REGION
MISSING:
---
TOP CATEGORIES
TARGET
0
206,386
96%
16,637
8%
1
8,871
4%
740
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LIVE_REGION_NOT_WORK_REGION
PROVIDES INFORMATION ON...
REG_REGION_NOT_WORK_REGION
0.67
LIVE_CITY_NOT_WORK_CITY
0.04
REG_REGION_NOT_LIVE_REGION
0.03
REG_CITY_NOT_WORK_CITY
0.03
FLAG_EMP_PHONE
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
CODE_GENDER
0.01
NAME_INCOME_TYPE
0.01
FLAG_DOCUMENT_13
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_8
0.00
FLAG_DOCUMENT_4
0.00

THESE FEATURES
GIVE INFORMATION
ON LIVE_REGION_NOT_WORK_REGION:
REG_REGION_NOT_WORK_REGION
0.79
LIVE_CITY_NOT_WORK_CITY
0.12
ORGANIZATION_TYPE
0.10
REG_CITY_NOT_WORK_CITY
0.08
REGION_RATING_CLIENT
0.07
REGION_RATING_CLIENT_W_CITY
0.06
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
CODE_GENDER
0.03
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.02
REG_REGION_NOT_LIVE_REGION
0.01
FLAG_DOCUMENT_8
0.01
miss_indicator_car_age
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LIVE_REGION_NOT_WORK_REGION
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.10
REGION_POPULATION_RELATIVE
0.08
AMT_ANNUITY
0.07
DAYS_BIRTH
0.07
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.05
AMT_INCOME_TOTAL
0.05
DAYS_ID_PUBLISH
0.03
EXT_SOURCE_2
0.03
DAYS_REGISTRATION
0.03
EXT_SOURCE_3
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
EXT_SOURCE_1
0.02
REG_CITY_NOT_LIVE_CITY
MISSING:
---
TOP CATEGORIES
TARGET
0
198,549
92%
15,314
8%
1
16,708
8%
2,063
12%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_LIVE_CITY
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.32
REG_CITY_NOT_WORK_CITY
0.15
FLAG_DOCUMENT_11
0.04
REG_REGION_NOT_WORK_REGION
0.04
NAME_HOUSING_TYPE
0.02
FLAG_DOCUMENT_10
0.01
FLAG_EMP_PHONE
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_6
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_12
0.01
FLAG_DOCUMENT_19
0.00
NAME_INCOME_TYPE
0.00
TARGET
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_LIVE_CITY:
REG_CITY_NOT_WORK_CITY
0.29
REG_REGION_NOT_LIVE_REGION
0.09
NAME_HOUSING_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
FLAG_OWN_REALTY
0.01
OCCUPATION_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_PHONE
0.00
CODE_GENDER
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_LIVE_CITY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.18
EXT_SOURCE_1
0.10
DAYS_EMPLOYED
0.09
DAYS_ID_PUBLISH
0.07
EXT_SOURCE_3
0.07
DAYS_REGISTRATION
0.06
DAYS_LAST_PHONE_CHANGE
0.05
REGION_POPULATION_RELATIVE
0.05
EXT_SOURCE_2
0.04
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
CNT_CHILDREN
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
REG_CITY_NOT_WORK_CITY
MISSING:
---
TOP CATEGORIES
TARGET
0
165,697
77%
12,110
7%
1
49,560
23%
5,267
11%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
LIVE_CITY_NOT_WORK_CITY
0.67
REG_CITY_NOT_LIVE_CITY
0.29
REG_REGION_NOT_WORK_REGION
0.12
FLAG_EMP_PHONE
0.11
REG_REGION_NOT_LIVE_REGION
0.10
LIVE_REGION_NOT_WORK_REGION
0.08
FLAG_DOCUMENT_6
0.06
NAME_INCOME_TYPE
0.05
FLAG_DOCUMENT_11
0.02
ORGANIZATION_TYPE
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
CODE_GENDER
0.01
NAME_HOUSING_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_WORK_CITY:
LIVE_CITY_NOT_WORK_CITY
0.59
REG_CITY_NOT_LIVE_CITY
0.15
ORGANIZATION_TYPE
0.11
NAME_INCOME_TYPE
0.10
FLAG_EMP_PHONE
0.10
REG_REGION_NOT_WORK_REGION
0.04
FLAG_DOCUMENT_6
0.03
LIVE_REGION_NOT_WORK_REGION
0.03
CODE_GENDER
0.02
REG_REGION_NOT_LIVE_REGION
0.02
NAME_HOUSING_TYPE
0.01
FLAG_WORK_PHONE
0.01
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.25
DAYS_BIRTH
0.24
EXT_SOURCE_1
0.13
DAYS_REGISTRATION
0.10
DAYS_ID_PUBLISH
0.10
EXT_SOURCE_2
0.08
CNT_FAM_MEMBERS
0.07
CNT_CHILDREN
0.07
EXT_SOURCE_3
0.07
OWN_CAR_AGE
0.06
DAYS_LAST_PHONE_CHANGE
0.05
REGION_POPULATION_RELATIVE
0.04
AMT_GOODS_PRICE
0.02
AMT_CREDIT
0.02
LIVE_CITY_NOT_WORK_CITY
MISSING:
---
TOP CATEGORIES
TARGET
0
176,518
82%
13,505
8%
1
38,739
18%
3,872
10%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LIVE_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
REG_CITY_NOT_WORK_CITY
0.59
LIVE_REGION_NOT_WORK_REGION
0.12
FLAG_EMP_PHONE
0.08
REG_REGION_NOT_WORK_REGION
0.08
FLAG_DOCUMENT_6
0.05
NAME_INCOME_TYPE
0.03
ORGANIZATION_TYPE
0.02
FLAG_MOBIL
0.01
FLAG_DOCUMENT_12
0.01
CODE_GENDER
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_4
0.01
FLAG_OWN_CAR
0.01
miss_indicator_car_age
0.01

THESE FEATURES
GIVE INFORMATION
ON LIVE_CITY_NOT_WORK_CITY:
REG_CITY_NOT_WORK_CITY
0.67
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
FLAG_EMP_PHONE
0.08
LIVE_REGION_NOT_WORK_REGION
0.04
REG_REGION_NOT_WORK_REGION
0.03
FLAG_DOCUMENT_6
0.03
CODE_GENDER
0.02
FLAG_WORK_PHONE
0.01
OCCUPATION_TYPE
0.01
FLAG_OWN_CAR
0.01
miss_indicator_car_age
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LIVE_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.22
DAYS_BIRTH
0.16
EXT_SOURCE_1
0.08
CNT_FAM_MEMBERS
0.08
DAYS_REGISTRATION
0.07
CNT_CHILDREN
0.07
OWN_CAR_AGE
0.06
DAYS_ID_PUBLISH
0.06
EXT_SOURCE_2
0.06
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.02
REGION_POPULATION_RELATIVE
0.01
AMT_ANNUITY
0.01
Internal_POS_score
0.01
ORGANIZATION_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Business Entity Type 3
47,582
22%
4,394
9%
XNA
38,756
18%
2,095
5%
Self-employed
26,681
12%
2,732
10%
Other
11,662
5%
870
7%
Medicine
7,917
4%
550
7%
Business Entity Type 2
7,374
3%
632
9%
Government
7,324
3%
503
7%
School
6,296
3%
367
6%
Trade: type 7
5,450
3%
512
9%
Kindergarten
4,891
2%
348
7%
Construction
4,704
2%
570
12%
Business Entity Type 1
4,214
2%
330
8%
Transport: type 4
3,749
2%
334
9%
Trade: type 3
2,425
1%
245
10%
Industry: type 9
2,396
1%
164
7%
Security
2,302
1%
243
11%
Industry: type 3
2,292
1%
239
10%
(Other)
29,242
14%
2,249
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ORGANIZATION_TYPE
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
1.00
NAME_INCOME_TYPE
0.47
FLAG_DOCUMENT_6
0.45
FLAG_DOCUMENT_12
0.36
FLAG_MOBIL
0.34
OCCUPATION_TYPE
0.23
FLAG_DOCUMENT_17
0.16
FLAG_DOCUMENT_2
0.14
FLAG_DOCUMENT_10
0.14
FLAG_DOCUMENT_11
0.14
REG_CITY_NOT_WORK_CITY
0.11
LIVE_REGION_NOT_WORK_REGION
0.10
REG_REGION_NOT_WORK_REGION
0.10
LIVE_CITY_NOT_WORK_CITY
0.10

THESE FEATURES
GIVE INFORMATION
ON ORGANIZATION_TYPE:
NAME_INCOME_TYPE
0.20
FLAG_EMP_PHONE
0.17
OCCUPATION_TYPE
0.15
FLAG_DOCUMENT_6
0.05
CODE_GENDER
0.02
REG_CITY_NOT_WORK_CITY
0.02
FLAG_WORK_PHONE
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_CAR
0.01
miss_indicator_car_age
0.01
REG_REGION_NOT_WORK_REGION
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
1.00
DAYS_BIRTH
0.64
DAYS_ID_PUBLISH
0.28
CNT_CHILDREN
0.25
CNT_FAM_MEMBERS
0.24
DAYS_REGISTRATION
0.22
EXT_SOURCE_1
0.18
AMT_ANNUITY
0.13
OWN_CAR_AGE
0.12
EXT_SOURCE_3
0.11
REGION_POPULATION_RELATIVE
0.10
AMT_GOODS_PRICE
0.09
AMT_CREDIT
0.09
Internal_POS_score
0.09
EXT_SOURCE_1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.36
DAYS_EMPLOYED
0.14
EXT_SOURCE_2
0.14
AMT_GOODS_PRICE
0.12
AMT_CREDIT
0.12
DAYS_REGISTRATION
-0.11
EXT_SOURCE_3
0.11
CNT_CHILDREN
-0.10
DAYS_LAST_PHONE_CHANGE
-0.09
DAYS_ID_PUBLISH
-0.09
AMT_ANNUITY
0.08
REGION_POPULATION_RELATIVE
0.07
CNT_FAM_MEMBERS
-0.06
OWN_CAR_AGE
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CODE_GENDER
0.20
ORGANIZATION_TYPE
0.18
NAME_INCOME_TYPE
0.16
FLAG_EMP_PHONE
0.15
OCCUPATION_TYPE
0.14
NAME_HOUSING_TYPE
0.13
REG_CITY_NOT_WORK_CITY
0.13
NAME_FAMILY_STATUS
0.12
NAME_EDUCATION_TYPE
0.11
TARGET
0.10
REG_CITY_NOT_LIVE_CITY
0.10
FLAG_DOCUMENT_6
0.09
REGION_RATING_CLIENT
0.08
REGION_RATING_CLIENT_W_CITY
0.08
MOST FREQUENT VALUES
0.5015916228294373
121,373
56.4%
0.4439821243286133
5
<0.1%
0.6051516532897949
5
<0.1%
0.534250795841217
4
<0.1%
0.7030019164085388
4
<0.1%
0.5757811665534973
4
<0.1%
0.8426896333694458
4
<0.1%
0.4354064464569092
4
<0.1%
0.7329224944114685
4
<0.1%
0.5192258954048157
4
<0.1%
0.614651083946228
4
<0.1%
0.4376198351383209
4
<0.1%
0.7824044823646545
4
<0.1%
0.4921053647994995
4
<0.1%
0.2967408001422882
4
<0.1%
SMALLEST VALUES
0.014568132348358631
1
<0.1%
0.014691482298076153
1
<0.1%
0.015052921138703823
1
<0.1%
0.015600080601871014
1
<0.1%
0.017094658687710762
1
<0.1%
0.017176538705825806
1
<0.1%
0.017394408583641052
1
<0.1%
0.01775565929710865
1
<0.1%
0.018333565443754196
1
<0.1%
0.018360789865255356
1
<0.1%
0.018894819542765617
1
<0.1%
0.019191380590200424
1
<0.1%
0.019206693395972252
1
<0.1%
0.019495375454425812
1
<0.1%
0.01966148614883423
1
<0.1%
LARGEST VALUES
0.9516239762306213
1
<0.1%
0.947649359703064
1
<0.1%
0.9460754990577698
1
<0.1%
0.9444195628166199
1
<0.1%
0.9439822435379028
1
<0.1%
0.9432575702667236
1
<0.1%
0.9426804780960083
1
<0.1%
0.9423331618309021
1
<0.1%
0.9416521191596985
1
<0.1%
0.9416205883026123
1
<0.1%
0.9414327144622803
1
<0.1%
0.94107985496521
1
<0.1%
0.9408908486366272
1
<0.1%
0.9406090378761292
1
<0.1%
0.939511775970459
1
<0.1%
EXT_SOURCE_2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.20
DAYS_LAST_PHONE_CHANGE
-0.20
AMT_GOODS_PRICE
0.14
EXT_SOURCE_1
0.14
AMT_CREDIT
0.13
AMT_ANNUITY
0.12
EXT_SOURCE_3
0.09
DAYS_BIRTH
-0.09
DAYS_REGISTRATION
-0.06
DAYS_ID_PUBLISH
-0.05
AMT_INCOME_TOTAL
0.05
DEF_30_CNT_SOCIAL_CIRCLE
-0.03
Internal_POS_score
-0.03
OBS_30_CNT_SOCIAL_CIRCLE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.29
REGION_RATING_CLIENT_W_CITY
0.29
TARGET
0.16
NAME_EDUCATION_TYPE
0.13
OCCUPATION_TYPE
0.12
NAME_INCOME_TYPE
0.09
REG_CITY_NOT_WORK_CITY
0.08
ORGANIZATION_TYPE
0.07
FLAG_PHONE
0.06
LIVE_CITY_NOT_WORK_CITY
0.06
NAME_HOUSING_TYPE
0.06
NAME_FAMILY_STATUS
0.05
FLAG_OWN_CAR
0.05
miss_indicator_car_age
0.05
MOST FREQUENT VALUES
0.2858978807926178
503
0.2%
0.5659130811691284
469
0.2%
0.262258380651474
294
0.1%
0.2652563452720642
241
0.1%
0.15967923402786255
227
0.1%
0.26531174778938293
205
<0.1%
0.26651978492736816
179
<0.1%
0.2631435990333557
174
<0.1%
0.16214457154273987
167
<0.1%
0.16219210624694824
160
<0.1%
0.16318704187870026
136
<0.1%
0.19152586162090302
122
<0.1%
0.16040532290935516
109
<0.1%
0.24534955620765686
109
<0.1%
0.3542247414588928
105
<0.1%
SMALLEST VALUES
8.173616805606798e-08
1
<0.1%
5.600337772193598e-06
1
<0.1%
9.936476089933421e-06
1
<0.1%
1.1470169738458935e-05
1
<0.1%
1.2723144209303427e-05
1
<0.1%
1.6401050743297674e-05
1
<0.1%
1.641719791223295e-05
1
<0.1%
1.9182987671229057e-05
1
<0.1%
2.2755979443900287e-05
1
<0.1%
2.2784361135563813e-05
1
<0.1%
2.3818025510990992e-05
1
<0.1%
2.40572371694725e-05
1
<0.1%
2.410568413324654e-05
1
<0.1%
3.0069189961068332e-05
1
<0.1%
3.4854769182857126e-05
1
<0.1%
LARGEST VALUES
0.8549996614456177
21
<0.1%
0.8217142224311829
1
<0.1%
0.821393609046936
1
<0.1%
0.8206095099449158
1
<0.1%
0.8204871416091919
1
<0.1%
0.8198323845863342
1
<0.1%
0.8185757398605347
1
<0.1%
0.8185562491416931
1
<0.1%
0.8184035420417786
1
<0.1%
0.8173677921295166
1
<0.1%
0.8173547387123108
1
<0.1%
0.8165044188499451
1
<0.1%
0.8164618015289307
1
<0.1%
0.8156477808952332
1
<0.1%
0.8156017065048218
1
<0.1%
EXT_SOURCE_3
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.18
DAYS_ID_PUBLISH
-0.11
EXT_SOURCE_1
0.11
DAYS_EMPLOYED
0.10
DAYS_REGISTRATION
-0.10
EXT_SOURCE_2
0.09
DAYS_LAST_PHONE_CHANGE
-0.07
External_credit_score
-0.06
AMT_GOODS_PRICE
0.04
CNT_CHILDREN
-0.04
AMT_CREDIT
0.04
DEF_30_CNT_SOCIAL_CIRCLE
-0.03
AMT_ANNUITY
0.03
AMT_INCOME_TOTAL
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
0.15
ORGANIZATION_TYPE
0.11
NAME_INCOME_TYPE
0.10
FLAG_EMP_PHONE
0.10
Internal_credit_card_score
0.07
REG_CITY_NOT_WORK_CITY
0.07
REG_CITY_NOT_LIVE_CITY
0.07
FLAG_DOCUMENT_6
0.07
miss_indicator_ext_credit
0.07
NAME_HOUSING_TYPE
0.06
FLAG_WORK_PHONE
0.06
OCCUPATION_TYPE
0.05
NAME_FAMILY_STATUS
0.05
NAME_EDUCATION_TYPE
0.05
MOST FREQUENT VALUES
0.5352762341499329
43,202
20.1%
0.746300220489502
985
0.5%
0.7136313915252686
934
0.4%
0.6940926313400269
914
0.4%
0.6706517338752747
824
0.4%
0.554946780204773
819
0.4%
0.5814837217330933
805
0.4%
0.652896523475647
805
0.4%
0.6894791722297668
794
0.4%
0.6577838063240051
791
0.4%
0.5954561829566956
781
0.4%
0.6212263107299805
775
0.4%
0.6430255770683289
767
0.4%
0.6075572967529297
744
0.3%
0.6263042688369751
733
0.3%
SMALLEST VALUES
0.0005272652488201857
639
0.3%
0.01134571898728609
1
<0.1%
0.012715923599898815
1
<0.1%
0.013948465697467327
1
<0.1%
0.01414826512336731
1
<0.1%
0.014556365087628365
1
<0.1%
0.01607811637222767
1
<0.1%
0.016540948301553726
1
<0.1%
0.016777250915765762
2
<0.1%
0.017016872763633728
1
<0.1%
0.018137434497475624
1
<0.1%
0.01865842193365097
1
<0.1%
0.018924392759799957
1
<0.1%
0.019058769568800926
2
<0.1%
0.019467536360025406
1
<0.1%
LARGEST VALUES
0.8960095643997192
1
<0.1%
0.893976092338562
2
<0.1%
0.8876641988754272
1
<0.1%
0.8854883909225464
3
<0.1%
0.8825303316116333
19
<0.1%
0.881026566028595
5
<0.1%
0.8802684545516968
23
<0.1%
0.8787397742271423
10
<0.1%
0.8771942853927612
5
<0.1%
0.8748442530632019
4
<0.1%
0.873256266117096
2
<0.1%
0.8724558353424072
1
<0.1%
0.8716510534286499
3
<0.1%
0.8708419799804688
2
<0.1%
0.8692107796669006
12
<0.1%
OBS_30_CNT_SOCIAL_CIRCLE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OBS_60_CNT_SOCIAL_CIRCLE
1.00
DEF_30_CNT_SOCIAL_CIRCLE
0.34
CNT_FAM_MEMBERS
0.02
EXT_SOURCE_2
-0.02
EXT_SOURCE_1
-0.02
External_credit_score
0.02
CNT_CHILDREN
0.02
REGION_POPULATION_RELATIVE
-0.02
DAYS_LAST_PHONE_CHANGE
-0.01
AMT_INCOME_TOTAL
-0.01
AMT_ANNUITY
-0.01
DAYS_REGISTRATION
0.01
DAYS_ID_PUBLISH
-0.01
DAYS_BIRTH
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
0.38
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.06
miss_indicator_def_60
0.06
NAME_EDUCATION_TYPE
0.05
ORGANIZATION_TYPE
0.04
FLAG_PHONE
0.03
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.03
REG_REGION_NOT_WORK_REGION
0.03
NAME_CONTRACT_TYPE
0.03
LIVE_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_8
0.02
MOST FREQUENT VALUES
0.0
114,550
53.2%
1.0
34,260
15.9%
2.0
20,875
9.7%
3.0
14,264
6.6%
4.0
9,957
4.6%
5.0
6,678
3.1%
6.0
4,488
2.1%
7.0
3,086
1.4%
8.0
2,080
1.0%
9.0
1,414
0.7%
10.0
947
0.4%
-1.0
714
0.3%
11.0
598
0.3%
12.0
470
0.2%
13.0
282
0.1%
SMALLEST VALUES
-1.0
714
0.3%
0.0
114,550
53.2%
1.0
34,260
15.9%
2.0
20,875
9.7%
3.0
14,264
6.6%
4.0
9,957
4.6%
5.0
6,678
3.1%
6.0
4,488
2.1%
7.0
3,086
1.4%
8.0
2,080
1.0%
9.0
1,414
0.7%
10.0
947
0.4%
11.0
598
0.3%
12.0
470
0.2%
13.0
282
0.1%
LARGEST VALUES
348.0
1
<0.1%
47.0
1
<0.1%
30.0
2
<0.1%
29.0
1
<0.1%
28.0
1
<0.1%
27.0
3
<0.1%
25.0
6
<0.1%
24.0
6
<0.1%
23.0
12
<0.1%
22.0
17
<0.1%
21.0
21
<0.1%
20.0
22
<0.1%
19.0
33
<0.1%
18.0
33
<0.1%
17.0
62
<0.1%
DEF_30_CNT_SOCIAL_CIRCLE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OBS_60_CNT_SOCIAL_CIRCLE
0.34
OBS_30_CNT_SOCIAL_CIRCLE
0.34
EXT_SOURCE_2
-0.03
EXT_SOURCE_3
-0.03
AMT_GOODS_PRICE
-0.02
AMT_ANNUITY
-0.02
EXT_SOURCE_1
-0.02
AMT_CREDIT
-0.02
DAYS_EMPLOYED
0.02
Internal_POS_score
0.02
AMT_INCOME_TOTAL
-0.01
OWN_CAR_AGE
-0.01
External_credit_score
0.01
DAYS_REGISTRATION
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
0.86
miss_indicator_def_60
0.15
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
NAME_EDUCATION_TYPE
0.04
TARGET
0.03
NAME_CONTRACT_TYPE
0.03
OCCUPATION_TYPE
0.03
FLAG_PHONE
0.03
ORGANIZATION_TYPE
0.03
FLAG_DOCUMENT_3
0.02
NAME_INCOME_TYPE
0.02
CODE_GENDER
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
MOST FREQUENT VALUES
0.0
189,988
88.3%
1.0
19,728
9.2%
2.0
3,777
1.8%
3.0
832
0.4%
-1.0
714
0.3%
4.0
167
<0.1%
5.0
42
<0.1%
6.0
6
<0.1%
8.0
1
<0.1%
34.0
1
<0.1%
7.0
1
<0.1%
SMALLEST VALUES
-1.0
714
0.3%
0.0
189,988
88.3%
1.0
19,728
9.2%
2.0
3,777
1.8%
3.0
832
0.4%
4.0
167
<0.1%
5.0
42
<0.1%
6.0
6
<0.1%
7.0
1
<0.1%
8.0
1
<0.1%
34.0
1
<0.1%
LARGEST VALUES
34.0
1
<0.1%
8.0
1
<0.1%
7.0
1
<0.1%
6.0
6
<0.1%
5.0
42
<0.1%
4.0
167
<0.1%
3.0
832
0.4%
2.0
3,777
1.8%
1.0
19,728
9.2%
0.0
189,988
88.3%
-1.0
714
0.3%
OBS_60_CNT_SOCIAL_CIRCLE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OBS_30_CNT_SOCIAL_CIRCLE
1.00
DEF_30_CNT_SOCIAL_CIRCLE
0.34
CNT_FAM_MEMBERS
0.02
EXT_SOURCE_2
-0.02
EXT_SOURCE_1
-0.02
External_credit_score
0.02
CNT_CHILDREN
0.02
REGION_POPULATION_RELATIVE
-0.02
DAYS_LAST_PHONE_CHANGE
-0.01
AMT_INCOME_TOTAL
-0.01
DAYS_REGISTRATION
0.01
AMT_ANNUITY
-0.01
DAYS_ID_PUBLISH
-0.01
DAYS_BIRTH
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
0.38
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.06
miss_indicator_def_60
0.06
NAME_EDUCATION_TYPE
0.05
ORGANIZATION_TYPE
0.04
FLAG_PHONE
0.03
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.03
REG_REGION_NOT_WORK_REGION
0.03
NAME_CONTRACT_TYPE
0.03
LIVE_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_8
0.02
MOST FREQUENT VALUES
0.0
115,085
53.5%
1.0
34,324
15.9%
2.0
20,848
9.7%
3.0
14,175
6.6%
4.0
9,828
4.6%
5.0
6,610
3.1%
6.0
4,405
2.0%
7.0
3,069
1.4%
8.0
2,020
0.9%
9.0
1,372
0.6%
10.0
936
0.4%
-1.0
714
0.3%
11.0
584
0.3%
12.0
444
0.2%
13.0
274
0.1%
SMALLEST VALUES
-1.0
714
0.3%
0.0
115,085
53.5%
1.0
34,324
15.9%
2.0
20,848
9.7%
3.0
14,175
6.6%
4.0
9,828
4.6%
5.0
6,610
3.1%
6.0
4,405
2.0%
7.0
3,069
1.4%
8.0
2,020
0.9%
9.0
1,372
0.6%
10.0
936
0.4%
11.0
584
0.3%
12.0
444
0.2%
13.0
274
0.1%
LARGEST VALUES
344.0
1
<0.1%
47.0
1
<0.1%
30.0
1
<0.1%
29.0
2
<0.1%
28.0
1
<0.1%
27.0
3
<0.1%
25.0
6
<0.1%
24.0
6
<0.1%
23.0
10
<0.1%
22.0
15
<0.1%
21.0
21
<0.1%
20.0
21
<0.1%
19.0
33
<0.1%
18.0
35
<0.1%
17.0
52
<0.1%
DEF_60_CNT_SOCIAL_CIRCLE
MISSING:
---
TOP CATEGORIES
TARGET
0.0
196,614
91%
15,383
8%
1.0
15,199
7%
1,618
11%
2.0
2,208
1%
266
12%
-1.0
714
<1%
28
4%
3.0
418
<1%
70
17%
4.0
84
<1%
9
11%
5.0
16
<1%
3
19%
6.0
2
<1%
0
0%
24.0
1
<1%
0
0%
7.0
1
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
PROVIDES INFORMATION ON...
miss_indicator_def_60
1.00
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_7
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_12
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_13
0.00
miss_indicator_pos_score
0.00
FLAG_DOCUMENT_19
0.00
FLAG_CONT_MOBILE
0.00
TARGET
0.00

THESE FEATURES
GIVE INFORMATION
ON DEF_60_CNT_SOCIAL_CIRCLE:
miss_indicator_def_60
0.06
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_3
0.01
REGION_RATING_CLIENT
0.00
ORGANIZATION_TYPE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
NAME_EDUCATION_TYPE
0.00
miss_indicator_ext_credit
0.00
OCCUPATION_TYPE
0.00
FLAG_PHONE
0.00
Internal_credit_card_score
0.00
miss_indicator_int_credit
0.00
FLAG_WORK_PHONE
0.00
miss_indicator_pos_score
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
CORRELATION RATIO WITH...
DEF_30_CNT_SOCIAL_CIRCLE
0.86
OBS_60_CNT_SOCIAL_CIRCLE
0.38
OBS_30_CNT_SOCIAL_CIRCLE
0.38
Internal_POS_score
0.04
EXT_SOURCE_2
0.04
External_credit_score
0.04
AMT_CREDIT
0.03
EXT_SOURCE_3
0.03
AMT_ANNUITY
0.03
AMT_GOODS_PRICE
0.03
REGION_POPULATION_RELATIVE
0.03
EXT_SOURCE_1
0.03
AMT_INCOME_TOTAL
0.02
DAYS_EMPLOYED
0.02
DAYS_LAST_PHONE_CHANGE
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_2
-0.20
Internal_POS_score
-0.15
EXT_SOURCE_1
-0.09
DAYS_ID_PUBLISH
0.09
DAYS_BIRTH
0.08
AMT_GOODS_PRICE
-0.08
AMT_CREDIT
-0.07
EXT_SOURCE_3
-0.07
AMT_ANNUITY
-0.06
DAYS_REGISTRATION
0.06
External_credit_score
-0.05
REGION_POPULATION_RELATIVE
-0.05
CNT_FAM_MEMBERS
-0.03
OWN_CAR_AGE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_pos_score
0.16
Internal_credit_card_score
0.10
miss_indicator_int_credit
0.09
NAME_FAMILY_STATUS
0.06
FLAG_PHONE
0.06
NAME_CONTRACT_TYPE
0.06
FLAG_DOCUMENT_3
0.06
ORGANIZATION_TYPE
0.06
OCCUPATION_TYPE
0.06
TARGET
0.05
REG_CITY_NOT_LIVE_CITY
0.05
REG_CITY_NOT_WORK_CITY
0.05
FLAG_DOCUMENT_18
0.05
miss_indicator_ext_credit
0.05
MOST FREQUENT VALUES
0.0
26,201
12.2%
-1.0
1,952
0.9%
-2.0
1,618
0.8%
-3.0
1,195
0.6%
-4.0
914
0.4%
-5.0
606
0.3%
-6.0
359
0.2%
-7.0
292
0.1%
-8.0
200
<0.1%
-364.0
154
<0.1%
-476.0
154
<0.1%
-404.0
147
<0.1%
-454.0
145
<0.1%
-334.0
144
<0.1%
-362.0
143
<0.1%
SMALLEST VALUES
-4292.0
1
<0.1%
-4173.0
1
<0.1%
-4153.0
1
<0.1%
-4128.0
1
<0.1%
-4121.0
1
<0.1%
-4118.0
1
<0.1%
-4115.0
1
<0.1%
-4092.0
1
<0.1%
-4079.0
1
<0.1%
-4078.0
1
<0.1%
-4051.0
1
<0.1%
-4046.0
1
<0.1%
-4043.0
1
<0.1%
-4039.0
1
<0.1%
-4033.0
2
<0.1%
LARGEST VALUES
0.0
26,201
12.2%
-1.0
1,952
0.9%
-2.0
1,618
0.8%
-3.0
1,195
0.6%
-4.0
914
0.4%
-5.0
606
0.3%
-6.0
359
0.2%
-7.0
292
0.1%
-8.0
200
<0.1%
-9.0
142
<0.1%
-10.0
134
<0.1%
-11.0
128
<0.1%
-12.0
127
<0.1%
-13.0
122
<0.1%
-14.0
112
<0.1%
FLAG_DOCUMENT_2
MISSING:
---
TOP CATEGORIES
TARGET
0
215,246
>99%
17,374
8%
1
11
<1%
3
27%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_2
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.00
miss_indicator_ext_credit
0.00
TARGET
0.00
ORGANIZATION_TYPE
0.00
FLAG_EMAIL
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00
OCCUPATION_TYPE
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
REG_CITY_NOT_LIVE_CITY
0.00
miss_indicator_pos_score
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_2:
ORGANIZATION_TYPE
0.14
FLAG_DOCUMENT_3
0.11
OCCUPATION_TYPE
0.06
miss_indicator_ext_credit
0.03
NAME_INCOME_TYPE
0.03
REGION_RATING_CLIENT_W_CITY
0.03
FLAG_EMP_PHONE
0.02
NAME_FAMILY_STATUS
0.02
TARGET
0.01
FLAG_OWN_REALTY
0.01
DEF_60_CNT_SOCIAL_CIRCLE
0.01
NAME_HOUSING_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_2
CORRELATION RATIO WITH...
AMT_GOODS_PRICE
0.01
AMT_CREDIT
0.01
Internal_POS_score
0.01
External_credit_score
0.00
DAYS_REGISTRATION
0.00
AMT_ANNUITY
0.00
REGION_POPULATION_RELATIVE
0.00
DAYS_EMPLOYED
0.00
CNT_CHILDREN
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
CNT_FAM_MEMBERS
0.00
EXT_SOURCE_1
0.00
EXT_SOURCE_2
0.00
DAYS_LAST_PHONE_CHANGE
0.00
FLAG_DOCUMENT_3
MISSING:
---
TOP CATEGORIES
TARGET
1
152,845
71%
13,526
9%
0
62,412
29%
3,851
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_3
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.40
FLAG_DOCUMENT_8
0.39
NAME_CONTRACT_TYPE
0.35
FLAG_DOCUMENT_5
0.24
FLAG_DOCUMENT_9
0.19
miss_indicator_def_60
0.17
FLAG_DOCUMENT_11
0.16
FLAG_DOCUMENT_7
0.13
FLAG_DOCUMENT_4
0.12
FLAG_DOCUMENT_2
0.11
FLAG_DOCUMENT_10
0.10
FLAG_MOBIL
0.09
FLAG_DOCUMENT_12
0.09
FLAG_DOCUMENT_21
0.09

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_3:
FLAG_DOCUMENT_6
0.20
NAME_CONTRACT_TYPE
0.18
FLAG_DOCUMENT_8
0.18
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
FLAG_DOCUMENT_5
0.03
OCCUPATION_TYPE
0.02
Internal_credit_card_score
0.01
miss_indicator_int_credit
0.01
miss_indicator_ext_credit
0.01
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_11
0.01
DEF_60_CNT_SOCIAL_CIRCLE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_3
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.25
DAYS_BIRTH
0.11
External_credit_score
0.10
AMT_ANNUITY
0.10
AMT_CREDIT
0.10
REGION_POPULATION_RELATIVE
0.08
Internal_POS_score
0.08
AMT_GOODS_PRICE
0.07
CNT_FAM_MEMBERS
0.07
DAYS_LAST_PHONE_CHANGE
0.06
CNT_CHILDREN
0.06
DAYS_ID_PUBLISH
0.05
DAYS_REGISTRATION
0.03
EXT_SOURCE_1
0.03
FLAG_DOCUMENT_4
MISSING:
---
TOP CATEGORIES
TARGET
0
215,238
>99%
17,377
8%
1
19
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_4
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.00
Internal_credit_card_score
0.00
FLAG_WORK_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
TARGET
0.00
miss_indicator_int_credit
0.00
miss_indicator_pos_score
0.00
NAME_EDUCATION_TYPE
0.00
REG_REGION_NOT_WORK_REGION
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_4:
FLAG_DOCUMENT_3
0.12
ORGANIZATION_TYPE
0.06
Internal_credit_card_score
0.03
REGION_RATING_CLIENT
0.03
OCCUPATION_TYPE
0.02
REGION_RATING_CLIENT_W_CITY
0.02
FLAG_WORK_PHONE
0.02
NAME_EDUCATION_TYPE
0.02
miss_indicator_int_credit
0.02
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_6
0.01
DEF_60_CNT_SOCIAL_CIRCLE
0.01
FLAG_DOCUMENT_8
0.01
TARGET
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_4
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.01
DAYS_REGISTRATION
0.01
EXT_SOURCE_2
0.00
CNT_CHILDREN
0.00
AMT_GOODS_PRICE
0.00
AMT_ANNUITY
0.00
AMT_CREDIT
0.00
CNT_FAM_MEMBERS
0.00
External_credit_score
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
OWN_CAR_AGE
0.00
Internal_POS_score
0.00
DAYS_BIRTH
0.00
EXT_SOURCE_1
0.00
FLAG_DOCUMENT_5
MISSING:
---
TOP CATEGORIES
TARGET
0
212,025
98%
17,119
8%
1
3,232
2%
258
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_5
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.03
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_18
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_20
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_5:
FLAG_DOCUMENT_3
0.24
FLAG_PHONE
0.03
FLAG_DOCUMENT_6
0.02
FLAG_DOCUMENT_8
0.02
FLAG_WORK_PHONE
0.01
NAME_CONTRACT_TYPE
0.00
ORGANIZATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
miss_indicator_pos_score
0.00
FLAG_DOCUMENT_16
0.00
REGION_RATING_CLIENT_W_CITY
0.00
REG_REGION_NOT_WORK_REGION
0.00
LIVE_CITY_NOT_WORK_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_5
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.02
CNT_CHILDREN
0.02
Internal_POS_score
0.02
CNT_FAM_MEMBERS
0.02
DAYS_BIRTH
0.02
REGION_POPULATION_RELATIVE
0.01
DAYS_LAST_PHONE_CHANGE
0.01
AMT_CREDIT
0.01
External_credit_score
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
OBS_60_CNT_SOCIAL_CIRCLE
0.01
AMT_ANNUITY
0.01
AMT_GOODS_PRICE
0.01
EXT_SOURCE_3
0.01
FLAG_DOCUMENT_6
MISSING:
---
TOP CATEGORIES
TARGET
0
196,348
91%
16,312
8%
1
18,909
9%
1,065
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_6
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
0.28
FLAG_DOCUMENT_3
0.20
NAME_INCOME_TYPE
0.11
ORGANIZATION_TYPE
0.05
REG_CITY_NOT_WORK_CITY
0.03
LIVE_CITY_NOT_WORK_CITY
0.03
FLAG_DOCUMENT_8
0.03
FLAG_WORK_PHONE
0.03
NAME_CONTRACT_TYPE
0.03
OCCUPATION_TYPE
0.03
REG_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_5
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_9
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_6:
ORGANIZATION_TYPE
0.45
NAME_INCOME_TYPE
0.45
FLAG_EMP_PHONE
0.45
FLAG_DOCUMENT_3
0.40
OCCUPATION_TYPE
0.16
REG_CITY_NOT_WORK_CITY
0.06
FLAG_WORK_PHONE
0.05
LIVE_CITY_NOT_WORK_CITY
0.05
NAME_FAMILY_STATUS
0.03
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_8
0.03
FLAG_OWN_CAR
0.02
miss_indicator_car_age
0.02
CODE_GENDER
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_6
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.60
DAYS_BIRTH
0.41
DAYS_ID_PUBLISH
0.18
CNT_CHILDREN
0.16
CNT_FAM_MEMBERS
0.16
DAYS_REGISTRATION
0.14
EXT_SOURCE_1
0.09
AMT_ANNUITY
0.07
EXT_SOURCE_3
0.07
OWN_CAR_AGE
0.06
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.04
AMT_INCOME_TOTAL
0.04
DAYS_LAST_PHONE_CHANGE
0.03
FLAG_DOCUMENT_7
MISSING:
---
TOP CATEGORIES
TARGET
0
215,221
>99%
17,374
8%
1
36
<1%
3
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_7
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_3
0.00
miss_indicator_pos_score
0.00
FLAG_PHONE
0.00
NAME_INCOME_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
miss_indicator_ext_credit
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
miss_indicator_int_credit
0.00
Internal_credit_card_score
0.00
FLAG_DOCUMENT_5
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_7:
NAME_CONTRACT_TYPE
0.24
FLAG_DOCUMENT_3
0.13
NAME_INCOME_TYPE
0.06
ORGANIZATION_TYPE
0.05
miss_indicator_pos_score
0.04
FLAG_PHONE
0.03
OCCUPATION_TYPE
0.03
miss_indicator_ext_credit
0.03
Internal_credit_card_score
0.02
miss_indicator_int_credit
0.01
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_6
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_8
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_7
CORRELATION RATIO WITH...
Internal_POS_score
0.02
External_credit_score
0.01
AMT_INCOME_TOTAL
0.00
CNT_CHILDREN
0.00
CNT_FAM_MEMBERS
0.00
AMT_CREDIT
0.00
REGION_POPULATION_RELATIVE
0.00
DAYS_LAST_PHONE_CHANGE
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
EXT_SOURCE_1
0.00
DAYS_EMPLOYED
0.00
EXT_SOURCE_3
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
FLAG_DOCUMENT_8
MISSING:
---
TOP CATEGORIES
TARGET
0
197,689
92%
16,110
8%
1
17,568
8%
1,267
7%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_8
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.19
FLAG_DOCUMENT_12
0.19
FLAG_DOCUMENT_3
0.18
FLAG_DOCUMENT_13
0.07
CODE_GENDER
0.05
FLAG_OWN_CAR
0.04
miss_indicator_car_age
0.04
FLAG_DOCUMENT_6
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_15
0.02
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_5
0.02
FLAG_CONT_MOBILE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_8:
FLAG_DOCUMENT_3
0.39
CODE_GENDER
0.10
FLAG_OWN_CAR
0.09
miss_indicator_car_age
0.09
ORGANIZATION_TYPE
0.06
OCCUPATION_TYPE
0.06
NAME_INCOME_TYPE
0.04
FLAG_EMP_PHONE
0.04
FLAG_DOCUMENT_6
0.03
NAME_CONTRACT_TYPE
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.02
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_8
CORRELATION RATIO WITH...
AMT_ANNUITY
0.13
DAYS_EMPLOYED
0.12
OWN_CAR_AGE
0.12
DAYS_BIRTH
0.11
REGION_POPULATION_RELATIVE
0.09
AMT_CREDIT
0.08
AMT_GOODS_PRICE
0.08
AMT_INCOME_TOTAL
0.06
DAYS_REGISTRATION
0.06
CNT_FAM_MEMBERS
0.05
CNT_CHILDREN
0.05
EXT_SOURCE_2
0.05
EXT_SOURCE_1
0.03
External_credit_score
0.03
FLAG_DOCUMENT_9
MISSING:
---
TOP CATEGORIES
TARGET
0
214,440
>99%
17,330
8%
1
817
<1%
47
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_9
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_17
0.01
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_CONT_MOBILE
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
REG_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_11
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_9:
FLAG_DOCUMENT_3
0.19
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
NAME_EDUCATION_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_8
0.01
REG_REGION_NOT_WORK_REGION
0.01
REG_REGION_NOT_LIVE_REGION
0.00
NAME_FAMILY_STATUS
0.00
FLAG_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_9
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.04
AMT_ANNUITY
0.03
AMT_CREDIT
0.02
AMT_GOODS_PRICE
0.02
DAYS_EMPLOYED
0.02
DAYS_BIRTH
0.02
EXT_SOURCE_2
0.02
DAYS_ID_PUBLISH
0.01
AMT_INCOME_TOTAL
0.01
DAYS_REGISTRATION
0.01
EXT_SOURCE_1
0.01
OBS_60_CNT_SOCIAL_CIRCLE
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
OWN_CAR_AGE
0.01
FLAG_DOCUMENT_10
MISSING:
---
TOP CATEGORIES
TARGET
0
215,253
>99%
17,377
8%
1
4
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_10
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_3
0.00
REG_REGION_NOT_WORK_REGION
0.00
FLAG_EMAIL
0.00
FLAG_PHONE
0.00
NAME_HOUSING_TYPE
0.00
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
miss_indicator_ext_credit
0.00
CODE_GENDER
0.00
miss_indicator_int_credit
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_WORK_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_10:
NAME_CONTRACT_TYPE
0.20
ORGANIZATION_TYPE
0.14
FLAG_DOCUMENT_3
0.10
OCCUPATION_TYPE
0.05
REG_REGION_NOT_LIVE_REGION
0.04
FLAG_PHONE
0.04
NAME_FAMILY_STATUS
0.04
FLAG_OWN_REALTY
0.03
NAME_HOUSING_TYPE
0.03
miss_indicator_ext_credit
0.03
CODE_GENDER
0.03
Internal_credit_card_score
0.02
miss_indicator_int_credit
0.02
FLAG_WORK_PHONE
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_10
CORRELATION RATIO WITH...
EXT_SOURCE_3
0.00
External_credit_score
0.00
AMT_ANNUITY
0.00
AMT_CREDIT
0.00
CNT_CHILDREN
0.00
REGION_POPULATION_RELATIVE
0.00
EXT_SOURCE_1
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
DAYS_LAST_PHONE_CHANGE
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
AMT_GOODS_PRICE
0.00
Internal_POS_score
0.00
DAYS_ID_PUBLISH
0.00
FLAG_DOCUMENT_11
MISSING:
---
TOP CATEGORIES
TARGET
0
214,448
>99%
17,327
8%
1
809
<1%
50
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_11
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.02
miss_indicator_pos_score
0.02
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_3
0.01
REG_REGION_NOT_WORK_REGION
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
ORGANIZATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_6
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_11:
FLAG_WORK_PHONE
0.23
FLAG_DOCUMENT_3
0.16
miss_indicator_pos_score
0.16
ORGANIZATION_TYPE
0.14
NAME_INCOME_TYPE
0.09
REG_REGION_NOT_LIVE_REGION
0.07
REG_CITY_NOT_LIVE_CITY
0.04
REG_REGION_NOT_WORK_REGION
0.04
OCCUPATION_TYPE
0.04
FLAG_EMP_PHONE
0.03
NAME_EDUCATION_TYPE
0.02
REG_CITY_NOT_WORK_CITY
0.02
FLAG_OWN_REALTY
0.02
NAME_FAMILY_STATUS
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_11
CORRELATION RATIO WITH...
Internal_POS_score
0.14
DAYS_LAST_PHONE_CHANGE
0.05
DAYS_BIRTH
0.04
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
DAYS_EMPLOYED
0.03
REGION_POPULATION_RELATIVE
0.03
External_credit_score
0.02
DAYS_ID_PUBLISH
0.02
DAYS_REGISTRATION
0.01
EXT_SOURCE_1
0.01
OWN_CAR_AGE
0.01
EXT_SOURCE_3
0.01
CNT_FAM_MEMBERS
0.01
FLAG_DOCUMENT_12
MISSING:
---
TOP CATEGORIES
TARGET
0
215,256
>99%
17,377
8%
1
1
<1%
0
0%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_12
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_8
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_3
0.00
miss_indicator_ext_credit
0.00
OCCUPATION_TYPE
0.00
miss_indicator_car_age
0.00
FLAG_OWN_CAR
0.00
ORGANIZATION_TYPE
0.00
CODE_GENDER
0.00
FLAG_OWN_REALTY
0.00
FLAG_PHONE
0.00
miss_indicator_int_credit
0.00
REG_CITY_NOT_WORK_CITY
0.00
NAME_EDUCATION_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_12:
ORGANIZATION_TYPE
0.36
OCCUPATION_TYPE
0.25
NAME_INCOME_TYPE
0.20
FLAG_DOCUMENT_8
0.19
FLAG_DOCUMENT_3
0.09
miss_indicator_ext_credit
0.09
miss_indicator_car_age
0.08
FLAG_OWN_CAR
0.08
CODE_GENDER
0.08
NAME_FAMILY_STATUS
0.03
FLAG_OWN_REALTY
0.03
NAME_EDUCATION_TYPE
0.03
FLAG_PHONE
0.02
REGION_RATING_CLIENT
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_12
CORRELATION RATIO WITH...
AMT_CREDIT
0.00
AMT_GOODS_PRICE
0.00
External_credit_score
0.00
AMT_INCOME_TOTAL
0.00
DAYS_ID_PUBLISH
0.00
EXT_SOURCE_2
0.00
DAYS_REGISTRATION
0.00
AMT_ANNUITY
0.00
REGION_POPULATION_RELATIVE
0.00
CNT_CHILDREN
0.00
DAYS_EMPLOYED
0.00
EXT_SOURCE_1
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
DAYS_LAST_PHONE_CHANGE
0.00
FLAG_DOCUMENT_13
MISSING:
---
TOP CATEGORIES
TARGET
0
214,541
>99%
17,356
8%
1
716
<1%
21
3%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_13
PROVIDES INFORMATION ON...
FLAG_CONT_MOBILE
0.03
FLAG_DOCUMENT_20
0.03
miss_indicator_pos_score
0.01
FLAG_DOCUMENT_8
0.01
miss_indicator_car_age
0.01
FLAG_OWN_CAR
0.01
FLAG_DOCUMENT_21
0.00
FLAG_OWN_REALTY
0.00
CODE_GENDER
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
LIVE_REGION_NOT_WORK_REGION
0.00
NAME_EDUCATION_TYPE
0.00
REGION_RATING_CLIENT_W_CITY
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_13:
miss_indicator_car_age
0.15
FLAG_OWN_CAR
0.15
miss_indicator_pos_score
0.09
FLAG_DOCUMENT_8
0.07
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
CODE_GENDER
0.03
NAME_EDUCATION_TYPE
0.03
REGION_RATING_CLIENT_W_CITY
0.02
REGION_RATING_CLIENT
0.02
OCCUPATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_CONT_MOBILE
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_13
CORRELATION RATIO WITH...
Internal_POS_score
0.09
AMT_CREDIT
0.05
AMT_GOODS_PRICE
0.05
REGION_POPULATION_RELATIVE
0.03
AMT_ANNUITY
0.03
DAYS_BIRTH
0.03
DAYS_EMPLOYED
0.03
EXT_SOURCE_2
0.02
DAYS_LAST_PHONE_CHANGE
0.02
AMT_INCOME_TOTAL
0.02
DAYS_REGISTRATION
0.02
External_credit_score
0.01
DEF_30_CNT_SOCIAL_CIRCLE
0.01
EXT_SOURCE_1
0.01
FLAG_DOCUMENT_14
MISSING:
---
TOP CATEGORIES
TARGET
0
214,614
>99%
17,353
8%
1
643
<1%
24
4%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_14
PROVIDES INFORMATION ON...
FLAG_CONT_MOBILE
0.03
FLAG_DOCUMENT_20
0.03
miss_indicator_pos_score
0.01
FLAG_OWN_REALTY
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_8
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_14:
miss_indicator_pos_score
0.12
FLAG_OWN_REALTY
0.07
NAME_EDUCATION_TYPE
0.05
NAME_INCOME_TYPE
0.04
ORGANIZATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
OCCUPATION_TYPE
0.03
FLAG_CONT_MOBILE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_8
0.02
NAME_FAMILY_STATUS
0.01
Internal_credit_card_score
0.01
miss_indicator_int_credit
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_14
CORRELATION RATIO WITH...
Internal_POS_score
0.10
AMT_CREDIT
0.05
AMT_GOODS_PRICE
0.05
AMT_ANNUITY
0.04
REGION_POPULATION_RELATIVE
0.03
DAYS_BIRTH
0.03
DAYS_LAST_PHONE_CHANGE
0.03
DAYS_EMPLOYED
0.02
EXT_SOURCE_2
0.02
AMT_INCOME_TOTAL
0.02
DAYS_REGISTRATION
0.01
CNT_FAM_MEMBERS
0.01
External_credit_score
0.01
DAYS_ID_PUBLISH
0.01
FLAG_DOCUMENT_15
MISSING:
---
TOP CATEGORIES
TARGET
0
215,015
>99%
17,370
8%
1
242
<1%
7
3%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_15
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
miss_indicator_pos_score
0.00
FLAG_CONT_MOBILE
0.00
miss_indicator_car_age
0.00
FLAG_OWN_CAR
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00
CODE_GENDER
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_15:
miss_indicator_car_age
0.12
FLAG_OWN_CAR
0.12
miss_indicator_pos_score
0.06
FLAG_OWN_REALTY
0.05
ORGANIZATION_TYPE
0.04
CODE_GENDER
0.02
NAME_EDUCATION_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_8
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_20
0.01
Internal_credit_card_score
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_15
CORRELATION RATIO WITH...
Internal_POS_score
0.05
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
AMT_ANNUITY
0.02
DAYS_EMPLOYED
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_BIRTH
0.01
AMT_INCOME_TOTAL
0.01
DAYS_REGISTRATION
0.01
REGION_POPULATION_RELATIVE
0.01
EXT_SOURCE_2
0.01
External_credit_score
0.01
CNT_FAM_MEMBERS
0.00
CNT_CHILDREN
0.00
FLAG_DOCUMENT_16
MISSING:
---
TOP CATEGORIES
TARGET
0
213,089
99%
17,270
8%
1
2,168
1%
107
5%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_16
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.12
miss_indicator_pos_score
0.02
FLAG_CONT_MOBILE
0.01
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_21
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
miss_indicator_def_60
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_14
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_16:
miss_indicator_pos_score
0.10
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_20
0.01
NAME_HOUSING_TYPE
0.01
OCCUPATION_TYPE
0.01
NAME_CONTRACT_TYPE
0.01
Internal_credit_card_score
0.01
NAME_EDUCATION_TYPE
0.01
miss_indicator_int_credit
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_16
CORRELATION RATIO WITH...
Internal_POS_score
0.15
AMT_CREDIT
0.06
AMT_GOODS_PRICE
0.06
DAYS_LAST_PHONE_CHANGE
0.04
DAYS_EMPLOYED
0.04
DAYS_REGISTRATION
0.02
DAYS_BIRTH
0.02
External_credit_score
0.02
EXT_SOURCE_2
0.01
CNT_CHILDREN
0.01
CNT_FAM_MEMBERS
0.01
AMT_ANNUITY
0.01
REGION_POPULATION_RELATIVE
0.01
AMT_INCOME_TOTAL
0.01
FLAG_DOCUMENT_17
MISSING:
---
TOP CATEGORIES
TARGET
0
215,200
>99%
17,376
8%
1
57
<1%
1
2%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_17
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
miss_indicator_pos_score
0.00
FLAG_DOCUMENT_9
0.00
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
FLAG_DOCUMENT_8
0.00
FLAG_EMP_PHONE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_6
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_17:
ORGANIZATION_TYPE
0.16
miss_indicator_pos_score
0.05
FLAG_OWN_REALTY
0.04
NAME_INCOME_TYPE
0.03
OCCUPATION_TYPE
0.03
FLAG_EMP_PHONE
0.01
FLAG_DOCUMENT_8
0.01
FLAG_DOCUMENT_20
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_CONT_MOBILE
0.01
NAME_FAMILY_STATUS
0.01
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_9
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_17
CORRELATION RATIO WITH...
Internal_POS_score
0.02
DAYS_BIRTH
0.01
AMT_GOODS_PRICE
0.01
AMT_CREDIT
0.01
REGION_POPULATION_RELATIVE
0.01
DAYS_EMPLOYED
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_ID_PUBLISH
0.01
External_credit_score
0.00
OWN_CAR_AGE
0.00
EXT_SOURCE_2
0.00
EXT_SOURCE_1
0.00
AMT_INCOME_TOTAL
0.00
DAYS_REGISTRATION
0.00
FLAG_DOCUMENT_18
MISSING:
---
TOP CATEGORIES
TARGET
0
213,525
>99%
17,272
8%
1
1,732
<1%
105
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_18
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.36
FLAG_DOCUMENT_20
0.13
miss_indicator_pos_score
0.02
FLAG_CONT_MOBILE
0.02
FLAG_DOCUMENT_21
0.01
FLAG_OWN_REALTY
0.01
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_16
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
miss_indicator_def_60
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_18:
miss_indicator_pos_score
0.12
ORGANIZATION_TYPE
0.07
FLAG_OWN_REALTY
0.07
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_20
0.01
OCCUPATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_6
0.01
Internal_credit_card_score
0.01
miss_indicator_int_credit
0.01
FLAG_CONT_MOBILE
0.01
CODE_GENDER
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_18
CORRELATION RATIO WITH...
Internal_POS_score
0.15
DAYS_LAST_PHONE_CHANGE
0.05
DAYS_BIRTH
0.04
DAYS_EMPLOYED
0.04
AMT_CREDIT
0.03
AMT_GOODS_PRICE
0.03
EXT_SOURCE_1
0.02
DAYS_REGISTRATION
0.02
EXT_SOURCE_3
0.02
REGION_POPULATION_RELATIVE
0.01
DAYS_ID_PUBLISH
0.01
External_credit_score
0.01
AMT_ANNUITY
0.01
CNT_CHILDREN
0.01
FLAG_DOCUMENT_19
MISSING:
---
TOP CATEGORIES
TARGET
0
215,124
>99%
17,369
8%
1
133
<1%
8
6%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_19
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
miss_indicator_pos_score
0.00
FLAG_OWN_REALTY
0.00
FLAG_EMP_PHONE
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_11
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_13
0.00
miss_indicator_def_60
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_19:
miss_indicator_pos_score
0.05
ORGANIZATION_TYPE
0.04
FLAG_OWN_REALTY
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_3
0.01
FLAG_PHONE
0.01
OCCUPATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
NAME_CONTRACT_TYPE
0.01
miss_indicator_ext_credit
0.01
REG_CITY_NOT_LIVE_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_19
CORRELATION RATIO WITH...
Internal_POS_score
0.03
AMT_CREDIT
0.02
AMT_GOODS_PRICE
0.02
DAYS_EMPLOYED
0.01
External_credit_score
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_REGISTRATION
0.01
AMT_ANNUITY
0.01
EXT_SOURCE_2
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
DAYS_BIRTH
0.00
CNT_FAM_MEMBERS
0.00
DAYS_ID_PUBLISH
0.00
REGION_POPULATION_RELATIVE
0.00
FLAG_DOCUMENT_20
MISSING:
---
TOP CATEGORIES
TARGET
0
215,146
>99%
17,367
8%
1
111
<1%
10
9%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_20
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_15
0.01
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_21
0.00
miss_indicator_pos_score
0.00
FLAG_OWN_REALTY
0.00
FLAG_EMP_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_6
0.00
REG_REGION_NOT_LIVE_REGION
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_20:
FLAG_DOCUMENT_18
0.13
FLAG_DOCUMENT_16
0.12
FLAG_OWN_REALTY
0.08
miss_indicator_pos_score
0.07
ORGANIZATION_TYPE
0.05
FLAG_DOCUMENT_14
0.03
FLAG_DOCUMENT_13
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_15
0.01
FLAG_DOCUMENT_19
0.01
NAME_CONTRACT_TYPE
0.01
NAME_EDUCATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_20
CORRELATION RATIO WITH...
Internal_POS_score
0.03
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
AMT_ANNUITY
0.01
EXT_SOURCE_3
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_EMPLOYED
0.01
DAYS_BIRTH
0.01
DAYS_REGISTRATION
0.01
OWN_CAR_AGE
0.00
EXT_SOURCE_1
0.00
External_credit_score
0.00
EXT_SOURCE_2
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
FLAG_DOCUMENT_21
MISSING:
---
TOP CATEGORIES
TARGET
0
215,187
>99%
17,365
8%
1
70
<1%
12
17%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_21
PROVIDES INFORMATION ON...
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_20
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_3
0.00
CODE_GENDER
0.00
miss_indicator_pos_score
0.00
FLAG_DOCUMENT_16
0.00
miss_indicator_ext_credit
0.00
miss_indicator_def_60
0.00
FLAG_EMP_PHONE
0.00
miss_indicator_int_credit
0.00
NAME_FAMILY_STATUS
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_21:
NAME_CONTRACT_TYPE
0.25
CODE_GENDER
0.10
FLAG_DOCUMENT_3
0.09
ORGANIZATION_TYPE
0.07
NAME_FAMILY_STATUS
0.04
miss_indicator_ext_credit
0.03
Internal_credit_card_score
0.02
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
miss_indicator_int_credit
0.02
FLAG_CONT_MOBILE
0.02
miss_indicator_pos_score
0.01
NAME_HOUSING_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_21
CORRELATION RATIO WITH...
DAYS_BIRTH
0.03
AMT_ANNUITY
0.02
DAYS_ID_PUBLISH
0.02
AMT_CREDIT
0.02
AMT_GOODS_PRICE
0.02
DAYS_LAST_PHONE_CHANGE
0.01
Internal_POS_score
0.01
EXT_SOURCE_3
0.01
External_credit_score
0.01
EXT_SOURCE_1
0.01
DAYS_EMPLOYED
0.01
EXT_SOURCE_2
0.01
OWN_CAR_AGE
0.01
CNT_FAM_MEMBERS
0.01
Internal_POS_score
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_LAST_PHONE_CHANGE
-0.15
AMT_GOODS_PRICE
-0.08
AMT_CREDIT
-0.07
REGION_POPULATION_RELATIVE
-0.06
External_credit_score
0.05
CNT_FAM_MEMBERS
0.03
CNT_CHILDREN
0.03
EXT_SOURCE_2
-0.03
AMT_ANNUITY
-0.03
AMT_INCOME_TOTAL
-0.02
OWN_CAR_AGE
0.02
DEF_30_CNT_SOCIAL_CIRCLE
0.02
DAYS_BIRTH
-0.01
DAYS_EMPLOYED
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_pos_score
0.99
FLAG_DOCUMENT_16
0.15
FLAG_DOCUMENT_18
0.15
FLAG_DOCUMENT_11
0.14
FLAG_OWN_REALTY
0.11
FLAG_CONT_MOBILE
0.10
FLAG_DOCUMENT_14
0.10
FLAG_DOCUMENT_13
0.09
ORGANIZATION_TYPE
0.09
NAME_EDUCATION_TYPE
0.09
NAME_INCOME_TYPE
0.08
FLAG_DOCUMENT_3
0.08
Internal_credit_card_score
0.08
miss_indicator_int_credit
0.08
MOST FREQUENT VALUES
1.0
197,662
91.8%
-1.0
14,332
6.7%
0.5
692
0.3%
0.6666666666666666
673
0.3%
0.0
563
0.3%
0.75
478
0.2%
0.8
331
0.2%
0.8333333333333334
168
<0.1%
0.8571428571428571
131
<0.1%
0.875
86
<0.1%
0.8888888888888888
37
<0.1%
0.9
23
<0.1%
0.9090909090909091
16
<0.1%
0.3333333333333333
14
<0.1%
0.6
13
<0.1%
SMALLEST VALUES
-1.0
14,332
6.7%
0.0
563
0.3%
0.2
2
<0.1%
0.25
2
<0.1%
0.2857142857142857
1
<0.1%
0.3333333333333333
14
<0.1%
0.4
3
<0.1%
0.5
692
0.3%
0.5714285714285714
3
<0.1%
0.6
13
<0.1%
0.6363636363636364
1
<0.1%
0.6666666666666666
673
0.3%
0.7
2
<0.1%
0.7142857142857143
6
<0.1%
0.75
478
0.2%
LARGEST VALUES
1.0
197,662
91.8%
0.9411764705882353
1
<0.1%
0.9375
1
<0.1%
0.9333333333333333
1
<0.1%
0.9285714285714286
2
<0.1%
0.9230769230769231
4
<0.1%
0.9166666666666666
4
<0.1%
0.9090909090909091
16
<0.1%
0.9
23
<0.1%
0.8888888888888888
37
<0.1%
0.875
86
<0.1%
0.8571428571428571
131
<0.1%
0.8333333333333334
168
<0.1%
0.8181818181818182
2
<0.1%
0.8
331
0.2%
Internal_credit_card_score
MISSING:
---
TOP CATEGORIES
TARGET
-1.0
160,507
75%
12,444
8%
1.0
33,800
16%
2,149
6%
0.0
20,856
10%
2,772
13%
0.5
94
<1%
12
13%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Internal_credit_card_score
PROVIDES INFORMATION ON...
miss_indicator_int_credit
1.00
NAME_CONTRACT_TYPE
0.06
FLAG_DOCUMENT_4
0.03
miss_indicator_def_60
0.03
FLAG_DOCUMENT_10
0.02
FLAG_DOCUMENT_21
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_7
0.02
miss_indicator_pos_score
0.01
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_18
0.01

THESE FEATURES
GIVE INFORMATION
ON Internal_credit_card_score:
miss_indicator_int_credit
0.77
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_3
0.01
ORGANIZATION_TYPE
0.00
miss_indicator_pos_score
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
TARGET
0.00
FLAG_EMAIL
0.00
OCCUPATION_TYPE
0.00
NAME_FAMILY_STATUS
0.00
miss_indicator_ext_credit
0.00
FLAG_DOCUMENT_6
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Internal_credit_card_score
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.10
Internal_POS_score
0.08
EXT_SOURCE_3
0.07
DAYS_EMPLOYED
0.06
External_credit_score
0.04
AMT_GOODS_PRICE
0.04
DAYS_BIRTH
0.04
AMT_CREDIT
0.04
DAYS_ID_PUBLISH
0.03
AMT_ANNUITY
0.03
EXT_SOURCE_2
0.03
EXT_SOURCE_1
0.03
OWN_CAR_AGE
0.02
CNT_FAM_MEMBERS
0.02
External_credit_score
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_ANNUITY
0.13
EXT_SOURCE_3
-0.06
DAYS_LAST_PHONE_CHANGE
-0.05
Internal_POS_score
0.05
DAYS_ID_PUBLISH
-0.02
AMT_INCOME_TOTAL
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
DAYS_REGISTRATION
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
CNT_FAM_MEMBERS
0.02
OWN_CAR_AGE
0.02
EXT_SOURCE_1
-0.01
DAYS_BIRTH
0.01
AMT_CREDIT
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_ext_credit
1.00
NAME_CONTRACT_TYPE
0.20
FLAG_EMAIL
0.12
FLAG_DOCUMENT_3
0.10
miss_indicator_pos_score
0.05
Internal_credit_card_score
0.04
miss_indicator_int_credit
0.04
NAME_FAMILY_STATUS
0.04
DEF_60_CNT_SOCIAL_CIRCLE
0.04
miss_indicator_def_60
0.03
FLAG_DOCUMENT_8
0.03
ORGANIZATION_TYPE
0.03
FLAG_OWN_CAR
0.03
miss_indicator_car_age
0.03
MOST FREQUENT VALUES
-1.0
150,911
70.1%
1.0
23,394
10.9%
0.0
341
0.2%
0.5
337
0.2%
0.75
282
0.1%
0.6666666666666666
262
0.1%
0.8333333333333334
247
0.1%
0.8
236
0.1%
0.9
223
0.1%
0.9166666666666666
208
<0.1%
0.8571428571428571
207
<0.1%
0.875
205
<0.1%
0.8888888888888888
200
<0.1%
0.9090909090909091
189
<0.1%
0.9285714285714286
173
<0.1%
SMALLEST VALUES
-1.0
150,911
70.1%
0.0
341
0.2%
0.010869565217391304
1
<0.1%
0.011235955056179775
1
<0.1%
0.011494252873563218
1
<0.1%
0.011627906976744186
1
<0.1%
0.013333333333333334
1
<0.1%
0.014705882352941176
1
<0.1%
0.015037593984962405
1
<0.1%
0.015151515151515152
1
<0.1%
0.017857142857142856
1
<0.1%
0.020833333333333332
1
<0.1%
0.021739130434782608
2
<0.1%
0.023255813953488372
1
<0.1%
0.023809523809523808
1
<0.1%
LARGEST VALUES
1.0
23,394
10.9%
0.9992942836979535
1
<0.1%
0.9992576095025983
1
<0.1%
0.9991289198606271
1
<0.1%
0.998995983935743
1
<0.1%
0.9989165763813651
1
<0.1%
0.9988713318284425
1
<0.1%
0.9988439306358381
1
<0.1%
0.9988137603795967
1
<0.1%
0.9987980769230769
1
<0.1%
0.9987893462469734
1
<0.1%
0.9987654320987654
1
<0.1%
0.9987531172069826
1
<0.1%
0.9987484355444305
1
<0.1%
0.9987421383647799
1
<0.1%
miss_indicator_int_credit
MISSING:
---
TOP CATEGORIES
TARGET
1
160,507
75%
12,444
8%
0
54,750
25%
4,933
9%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
miss_indicator_int_credit
PROVIDES INFORMATION ON...
Internal_credit_card_score
0.77
NAME_CONTRACT_TYPE
0.05
miss_indicator_def_60
0.03
FLAG_DOCUMENT_10
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_21
0.02
FLAG_DOCUMENT_4
0.02
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_7
0.01
miss_indicator_pos_score
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_18
0.01

THESE FEATURES
GIVE INFORMATION
ON miss_indicator_int_credit:
Internal_credit_card_score
1.00
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_3
0.01
miss_indicator_pos_score
0.01
ORGANIZATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
FLAG_EMAIL
0.00
NAME_FAMILY_STATUS
0.00
OCCUPATION_TYPE
0.00
miss_indicator_ext_credit
0.00
FLAG_DOCUMENT_6
0.00
FLAG_OWN_REALTY
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_int_credit
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.09
Internal_POS_score
0.08
DAYS_EMPLOYED
0.06
External_credit_score
0.04
EXT_SOURCE_3
0.04
DAYS_BIRTH
0.02
CNT_FAM_MEMBERS
0.02
OWN_CAR_AGE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
DAYS_ID_PUBLISH
0.01
AMT_CREDIT
0.01
DEF_30_CNT_SOCIAL_CIRCLE
0.01
AMT_INCOME_TOTAL
0.01
miss_indicator_ext_credit
MISSING:
---
TOP CATEGORIES
TARGET
1
150,911
70%
12,207
8%
0
64,346
30%
5,170
8%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
miss_indicator_ext_credit
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.10
FLAG_DOCUMENT_12
0.09
miss_indicator_def_60
0.04
FLAG_DOCUMENT_2
0.03
FLAG_DOCUMENT_21
0.03
FLAG_EMAIL
0.03
FLAG_DOCUMENT_10
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_7
0.03
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_17
0.00

THESE FEATURES
GIVE INFORMATION
ON miss_indicator_ext_credit:
NAME_CONTRACT_TYPE
0.05
FLAG_EMAIL
0.01
FLAG_DOCUMENT_3
0.01
miss_indicator_pos_score
0.00
Internal_credit_card_score
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00
miss_indicator_def_60
0.00
miss_indicator_int_credit
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_8
0.00
ORGANIZATION_TYPE
0.00
FLAG_OWN_CAR
0.00
miss_indicator_car_age
0.00
OCCUPATION_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_ext_credit
CORRELATION RATIO WITH...
External_credit_score
1.00
AMT_ANNUITY
0.13
EXT_SOURCE_3
0.07
DAYS_LAST_PHONE_CHANGE
0.05
Internal_POS_score
0.04
DAYS_ID_PUBLISH
0.02
AMT_INCOME_TOTAL
0.02
DAYS_REGISTRATION
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
CNT_FAM_MEMBERS
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OWN_CAR_AGE
0.02
EXT_SOURCE_1
0.01
DAYS_BIRTH
0.01
miss_indicator_pos_score
MISSING:
---
TOP CATEGORIES
TARGET
0
200,925
93%
16,378
8%
1
14,332
7%
999
7%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
miss_indicator_pos_score
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.20
FLAG_CONT_MOBILE
0.17
FLAG_DOCUMENT_11
0.16
FLAG_DOCUMENT_14
0.12
FLAG_DOCUMENT_18
0.12
FLAG_DOCUMENT_16
0.10
FLAG_DOCUMENT_13
0.09
FLAG_DOCUMENT_20
0.07
FLAG_DOCUMENT_15
0.06
FLAG_DOCUMENT_17
0.05
FLAG_DOCUMENT_19
0.05
FLAG_DOCUMENT_7
0.04
miss_indicator_def_60
0.02
FLAG_DOCUMENT_21
0.01

THESE FEATURES
GIVE INFORMATION
ON miss_indicator_pos_score:
FLAG_OWN_REALTY
0.02
FLAG_DOCUMENT_16
0.02
FLAG_DOCUMENT_18
0.02
FLAG_DOCUMENT_11
0.02
NAME_EDUCATION_TYPE
0.01
Internal_credit_card_score
0.01
miss_indicator_int_credit
0.01
NAME_INCOME_TYPE
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_14
0.01
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_13
0.01
REGION_RATING_CLIENT
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_pos_score
CORRELATION RATIO WITH...
Internal_POS_score
0.99
DAYS_LAST_PHONE_CHANGE
0.16
AMT_GOODS_PRICE
0.08
AMT_CREDIT
0.07
REGION_POPULATION_RELATIVE
0.06
External_credit_score
0.05
CNT_FAM_MEMBERS
0.03
CNT_CHILDREN
0.03
EXT_SOURCE_2
0.03
AMT_ANNUITY
0.03
AMT_INCOME_TOTAL
0.02
OWN_CAR_AGE
0.02
DEF_30_CNT_SOCIAL_CIRCLE
0.02
DAYS_BIRTH
0.01
miss_indicator_car_age
MISSING:
---
TOP CATEGORIES
TARGET
1
142,091
66%
12,070
8%
0
73,166
34%
5,307
7%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
miss_indicator_car_age
PROVIDES INFORMATION ON...
FLAG_OWN_CAR
1.00
FLAG_DOCUMENT_13
0.15
FLAG_DOCUMENT_15
0.12
CODE_GENDER
0.09
FLAG_DOCUMENT_8
0.09
FLAG_MOBIL
0.08
FLAG_DOCUMENT_12
0.08
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
NAME_INCOME_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_21
0.01

THESE FEATURES
GIVE INFORMATION
ON miss_indicator_car_age:
FLAG_OWN_CAR
1.00
CODE_GENDER
0.09
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_8
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_13
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_3
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_car_age
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.67
DAYS_EMPLOYED
0.15
CNT_FAM_MEMBERS
0.15
AMT_ANNUITY
0.14
DAYS_BIRTH
0.13
AMT_GOODS_PRICE
0.12
AMT_CREDIT
0.12
CNT_CHILDREN
0.10
DAYS_REGISTRATION
0.09
AMT_INCOME_TOTAL
0.07
EXT_SOURCE_2
0.05
REGION_POPULATION_RELATIVE
0.04
DAYS_LAST_PHONE_CHANGE
0.04
EXT_SOURCE_1
0.04
miss_indicator_def_60
MISSING:
---
TOP CATEGORIES
TARGET
0.0
214,543
>99%
17,349
8%
1.0
714
<1%
28
4%
ALL
215,257
100%
17,377
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
miss_indicator_def_60
PROVIDES INFORMATION ON...
DEF_60_CNT_SOCIAL_CIRCLE
0.06
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_3
0.01
miss_indicator_pos_score
0.00
miss_indicator_ext_credit
0.00
FLAG_WORK_PHONE
0.00
miss_indicator_int_credit
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_6
0.00
Internal_credit_card_score
0.00
FLAG_DOCUMENT_8
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00

THESE FEATURES
GIVE INFORMATION
ON miss_indicator_def_60:
DEF_60_CNT_SOCIAL_CIRCLE
1.00
NAME_CONTRACT_TYPE
0.35
FLAG_DOCUMENT_3
0.17
miss_indicator_ext_credit
0.04
Internal_credit_card_score
0.03
miss_indicator_int_credit
0.03
FLAG_WORK_PHONE
0.03
miss_indicator_pos_score
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_PHONE
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_8
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
miss_indicator_def_60
CORRELATION RATIO WITH...
DEF_30_CNT_SOCIAL_CIRCLE
0.15
OBS_60_CNT_SOCIAL_CIRCLE
0.06
OBS_30_CNT_SOCIAL_CIRCLE
0.06
Internal_POS_score
0.04
External_credit_score
0.03
REGION_POPULATION_RELATIVE
0.03
AMT_CREDIT
0.02
AMT_ANNUITY
0.02
DAYS_LAST_PHONE_CHANGE
0.01
EXT_SOURCE_1
0.01
AMT_GOODS_PRICE
0.01
AMT_INCOME_TOTAL
0.01
EXT_SOURCE_2
0.01
CNT_FAM_MEMBERS
0.01